{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../scr')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from ppgfilter import PPGFilter\n",
    "# from SLBPPG import PPGFilter\n",
    "# from SLBPPG import StressIndex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('./test_data.csv')\n",
    "\n",
    "ppg_fr = 256\n",
    "sec_with = 10\n",
    "num_sec = 10\n",
    "\n",
    "tmp = data[\"afe_LED1ABSVAL\"][sec_with * ppg_fr: (sec_with + num_sec) * ppg_fr]\n",
    "ppg = tmp.values.flatten()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABOEAAAFuCAYAAADH+wxBAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQAAxe9JREFUeJzs3Xd4U2X7B/BvuvduaQtdrAIFSqGsFpDKluHEhYAT9VVRRFB83QNFRcEFAjLk55Yhr4pl79lC2RRKB7R07z2S/P4oTXOakzRpm9V+P9fFZc45zznnaUxH7tzPfUvkcrkcREREREREREREpDcWxp4AERERERERERFRe8cgHBERERERERERkZ4xCEdERERERERERKRnDMIRERERERERERHpGYNwREREREREREREesYgHBERERERERERkZ4xCEdERERERERERKRnDMIRERERERERERHpGYNwREREREREREREesYgHBERERERERERkZ4xCNdCBw4cwNSpU+Hv7w+JRIKtW7fqdP4777wDiUSi8s/R0VE/EyYiIiIiIiIiIqNhEK6FysvLER4ejm+++aZF57/yyivIzMwU/OvTpw+mT5/exjMlIiIiIiIiIiJjYxCuhSZNmoQPPvgAd999t+jx6upqvPLKK+jcuTMcHR0xdOhQ7Nu3T3HcyckJvr6+in/Z2dm4ePEinnjiCQN9BUREREREREREZCgMwunJ888/j6NHj+KXX37B2bNnMX36dEycOBFXr14VHb9mzRr07NkTI0eONPBMiYiIiIiIiIhI3xiE04Pr169j3bp1+P333zFy5Eh069YNr7zyCkaMGIF169apjK+qqsKPP/7ILDgiIiIiIiIionbKytgTaI/OnTsHqVSKnj17CvZXV1fD09NTZfyWLVtQWlqK2bNnG2qKRERERERERERkQAzC6UFZWRksLS0RHx8PS0tLwTEnJyeV8WvWrMGUKVPQqVMnQ02RiIiIiIiIiIgMiEE4PYiIiIBUKkVOTk6zNd5SUlKwd+9ebNu2zUCzIyIiIiIiIiIiQ2MQroXKysqQlJSk2E5JSUFCQgI8PDzQs2dPzJgxA7NmzcLSpUsRERGB3Nxc7N69G/3798fkyZMV561duxZ+fn6YNGmSMb4MIiIiIiIiIiIyAIlcLpcbexLmaN++fYiJiVHZP3v2bKxfvx61tbX44IMP8MMPPyAjIwNeXl4YNmwY3n33XfTr1w8AIJPJEBQUhFmzZuHDDz809JdAREREREREREQGwiAcERERERERERGRnlkYewJERERERERERETtHWvC6Ugmk+HmzZtwdnaGRCIx9nSIiIiIiIiIiMhI5HI5SktL4e/vDwsLzbluDMLp6ObNmwgICDD2NIiIiIiIiIiIyETcuHEDXbp00TiGQTgdOTs7A6h/cl1cXIw8GyIiIiIiIiIiMpaSkhIEBAQo4kWaMAino4YlqC4uLgzCERERERERERGRViXL2JiBiIiIiIiIiIhIzxiEIyIiIiIiIiIi0jMG4YiIiIiIiIiIiPSMQTgiIiIiIiIiIiI9YxCOiIiIiIiIiIhIzxiEIyIiIiIiIiIi0jMG4YiIiIiIiIiIiPSMQTgiIiIiIiIiIiI9YxCOiIiIiIiIiIhIzxiEIyIiIiIiIiIi0jMG4YiaseTfy/h2X5Kxp0FEREREREREZkznINyBAwcwdepU+Pv7QyKRYOvWrRrH79u3DxKJROVfVlaWYFxGRgYeeeQReHp6wt7eHv369UNcXJzi+KOPPqpyjYkTJwquUVBQgBkzZsDFxQVubm544oknUFZWJhhz9uxZjBw5EnZ2dggICMAnn3yi61NAHciNggqs2HcNn/ybCLlcbuzpEBEREREREZGZstL1hPLycoSHh+Pxxx/HPffco/V5iYmJcHFxUWz7+PgoHhcWFiI6OhoxMTHYvn07vL29cfXqVbi7uwuuMXHiRKxbt06xbWtrKzg+Y8YMZGZmYufOnaitrcVjjz2GOXPm4KeffgIAlJSUYPz48Rg7dixWrlyJc+fO4fHHH4ebmxvmzJmj0/NAHUNlrVTxWC4HJBIjToaIiIiIiIiIzJbOQbhJkyZh0qRJOt/Ix8cHbm5uoseWLFmCgIAAQYAtJCREZZytrS18fX1Fr3Hp0iX8+++/OHnyJCIjIwEAX331Fe644w589tln8Pf3x48//oiamhqsXbsWNjY2CAsLQ0JCAj7//HMG4UiUcvKbTC6HBRiFIyIiIiIiIiLdGawm3IABA+Dn54dx48bh8OHDgmPbtm1DZGQkpk+fDh8fH0RERGD16tUq19i3bx98fHwQGhqKZ599Fvn5+YpjR48ehZubmyIABwBjx46FhYUFjh8/rhgzatQo2NjYKMZMmDABiYmJKCwsFJ13dXU1SkpKBP+oY+JiVCIiIiIiIiJqKb0H4fz8/LBy5Ups2rQJmzZtQkBAAEaPHo1Tp04pxiQnJ2PFihXo0aMHYmNj8eyzz2Lu3LnYsGGDYszEiRPxww8/YPfu3ViyZAn279+PSZMmQSqtXy6YlZUlWOIKAFZWVvDw8FDUn8vKykKnTp0EYxq2m9aoa/DRRx/B1dVV8S8gIKD1TwqZJRlrwhERERERERFRC+m8HFVXoaGhCA0NVWxHRUXh2rVr+OKLL7Bx40YAgEwmQ2RkJBYvXgwAiIiIwPnz57Fy5UrMnj0bAPDggw8qrtGvXz/0798f3bp1w759+zBmzBi9zX/RokV4+eWXFdslJSUMxHVQ5hiD+y3uBsqr6/BYtOrybiIiIiIiIiIyHIMtR1U2ZMgQJCUlKbb9/PzQp08fwZjevXvj+vXraq/RtWtXeHl5Ka7j6+uLnJwcwZi6ujoUFBQo6sj5+voiOztbMKZhW12tOVtbW7i4uAj+UcdkbplwMpkcC/84i3f/dxGZxZXGng4RERERERFRh2aUIFxCQgL8/PwU29HR0UhMTBSMuXLlCoKCgtReIz09Hfn5+YrrDB8+HEVFRYiPj1eM2bNnD2QyGYYOHaoYc+DAAdTW1irG7Ny5E6GhoSqdWImakplXDE4QNCyvrjPiTIiIiIiIiIhI5yBcWVkZEhISkJCQAABISUlBQkKCImtt0aJFmDVrlmL8smXL8OeffyIpKQnnz5/HSy+9hD179uC5555TjJk3bx6OHTuGxYsXIykpCT/99BNWrVqlGFNWVoYFCxbg2LFjSE1Nxe7du3HnnXeie/fumDBhAoD6zLmJEyfiqaeewokTJ3D48GE8//zzePDBB+Hv7w8AePjhh2FjY4MnnngCFy5cwK+//orly5cLlpsSqWNumXDmNVsiIiIiIiKi9k3nmnBxcXGIiYlRbDcEsGbPno3169cjMzNTsIy0pqYG8+fPR0ZGBhwcHNC/f3/s2rVLcI3Bgwdjy5YtWLRoEd577z2EhIRg2bJlmDFjBgDA0tISZ8+exYYNG1BUVAR/f3+MHz8e77//PmxtbRXX+fHHH/H8889jzJgxsLCwwL333osvv/xScdzV1RU7duzAc889h0GDBsHLywtvvfUW5syZo+vTQB2QmcXgzG6+RERERERERO2ZRC7nW3VdlJSUwNXVFcXFxawP1wEkZpViwrIDAICEt8bBzcHGyDPSXlWtFL3e/BcAsHPeKPTo5GzkGRERERERERG1L7rEiYxSE45MU1JOGSpqWDtMHXOrCUdEREREREREpoNBOEJeWTU2xadj7Of7cd+Ko8aejkmRK1VWM7eacOY2XyIiIiIiIqL2TOeacNS+yOVyjPt8Pwor6jvGXswswYEruRjV09vIMzMNMpnSYzMLapnZdImIiIiIiIjaNWbCdXC5ZdWKAFyDWWtPoLpOaqQZmRZB4M3MglrmFjQkIiIiIiIias8YhOvgLmeWiu4vrqwV3d/RKMexzK0mnJlNl4iIiIiIiKhdYxCug0vJKxfdX1rFBg2AMJvM3DLL5LLmxxARERERERGRYTAI18HNjgrGwomhKvtLmmTC1Upl2HM5GyVVHStDzqyDcMyFIyIiIiIiIjIZDMIRBgW6q+xrmgn31Z4kPL4+Dk9uiDPUtEyC8hJUM4vBmd3yWSIiIiIiIqL2jEE4Qh9/F3g42gj2NQ3C/XT8OgDgREqBweZlCuTmnAlnZvMlIiIiIiIias8YhCM421lj98u3CfY1XXZaJ+uYBcaYCUdEREREREREbYFBOAIAuDva4IkRIYrt0iZBOKm0Y0Z02ktNOAbkiIiIiIiIiIyLQThSeHNKH8waHgRAdTlqXQeN4giDcEacSAsoxwzZpIGIiIiIiIjIuBiEIwFnOysAqkE4qblFoNqKYDmqeT0HytPtoKuJiYiIiIiIiEwGg3Ak4GxnDQAoqRQuR61VE8WRy+XYeCwNZ9OL9D01o1COPZpbHFI5i4+ZcERERERERETGZWXsCZBpcWkIwillwtXUydQ2Jdh5MRtvbj0PALjywSTYWLWvuK45B7KUZ2tmSXxERERERERE7U77iphQqzUuR23MhDuUlKt2/NWcMsXjl39L0Nu8jEVQE87MlnTKlFL3GIQjIiIiIiIiMi4G4UigIQiXW1YNADh4NRePr49THG+a6Van1DX1r7OZisdyuRzZJVVmV0etKUFdNTP+Wsx57kRERERERETtAYNwJNDF3R4AkJxbjoQbRZj5/Qm1Y7efy8QXu66IHtt1KQdDF+/Gsl1X9TJPQxEsRzWzOJZwKS0RERERERERGRODcCTQ3ccZvXydAQCfxSaqHK+pk0Emk6O0qhbP/nhK7XW+2FkfnFu+29yDcMqPzSuU1V6y+IiIiIiIiIjaAwbhSEU3bycAwKGkPNHjNVIZVh9MUXv+qeuFuJhZotgur65TO9bUCWrCmVkgy5yz+IiIiIiIiIjaGwbhSIWTrbBpbmgnZyya1EuxXVJVi9/jboie+3/H0nDPt0cE+8w5CCc34yWdwu6o5jZ7IiIiIiIiovaFQThSkV1aJdh+7Y5eePq2brC0kAAAFv5xFpnFVWKn4o2t51X2lVbXQS6X42x6EY4k5aFWaj5tRpWXo5pbIMucA4hERERERERE7Y1V80Oooxnd0xv7EnMV24429S8T6a2IlPIxbey8mI280mqsOVS/hPWx6GC8PTWsjWarX8LlqEacSAsIasKZ2+SJiIiIiIiI2hlmwpGKh4cGIbyLq2LbwcayVdf7ePtlRQAOANYdTm3V9QxJZsaBLEEWn/GmQURERERERERgEI5E2FhZYMbQIMW2o63uCZOvjO+p8Xhafjk+35GIwvIana9tSHJzzoSD+TaVICIyVemFFWZXnoCIiIiITAODcCTKXin7zbEFmXBh/q4aj89aewJf7knCO/+7oPO1DUnYYdS83nTJlEvvmdfUiYhM0v8dS8OIJXvx1p+m/buLiIiIiEwTg3AkytpSonhs30wQbuUjA+HuYK3YfnBwAEb19NZ4Tlp+BQBgx4XsVsxS/5QDWeYWxxJmwhlxIkRE7cSS7ZcBABuPpRl5JkRERERkjtiYgUQpJ3052Ki+TEaH1jdv2PjEEIzs4Y2u3k5YdzgVL9zeHf5u9gCAlY8Mwhc7r2BEDy98r1QTTpmpL5NUnp2pz7UpuaAmnHnNnYiIiIiIiKi9YRCOmmVpIRFs21hZYPWsSGQVVyHAwwEA0LOTMz66p59g3MS+vpjY1xfbz2WqDcJZNbm2qWk33VHNbO5ERCbJtH9lEREREZGJ43JUEtW3s/qabpYSCawtLRQBuOZoauxQZ+LRIWFjBtOea1NszEBERERERERkOnQOwh04cABTp06Fv78/JBIJtm7dqnH8vn37IJFIVP5lZWUJxmVkZOCRRx6Bp6cn7O3t0a9fP8TFxYle85lnnoFEIsGyZcuavY9EIsHJkycBAKmpqaLHjx07puvT0O4FeDjgrxdG4PBrt6sc0zV5zclOfRCuuk6GqlqprtNrE8m5ZXhn2wVkFleqHaMcIzS7xgzK0zWvqRMRmSQmwhERERFRa+i8HLW8vBzh4eF4/PHHcc8992h9XmJiIlxcXBTbPj4+iseFhYWIjo5GTEwMtm/fDm9vb1y9ehXu7u4q19myZQuOHTsGf39/wf6oqChkZmYK9r355pvYvXs3IiMjBft37dqFsLAwxbanp6fWX0dHoi4bzkLHKJyXo63G4yWVtaiskcLV3lrna7fG/d8dQ15ZNS7eLMFvzwwHANTUyWBj1RibFnZHNdjU2oQ5Z/ERERERERERtTc6B+EmTZqESZMm6XwjHx8fuLm5iR5bsmQJAgICsG7dOsW+kJAQlXEZGRl44YUXEBsbi8mTJwuO2djYwNfXV7FdW1uLP//8Ey+88AIkEmFgx9PTUzCWtDO8qyeOJufjoSGBOp0X6OmAj+7pB1d7a7y97QJyS6sFx+dsjEfCjSJMDffHVw9FtOWUNcorq59Hwo0iAMDhpDzMXnsCb03tg1nDgwEIs8lMfOWsCmEWn/HmQUREREREREQGrAk3YMAA+Pn5Ydy4cTh8+LDg2LZt2xAZGYnp06fDx8cHERERWL16tWCMTCbDzJkzsWDBAkEWmzrbtm1Dfn4+HnvsMZVj06ZNg4+PD0aMGIFt27ZpvE51dTVKSkoE/zqq72YNwqqZgzB/fE+dz31oSCDu6OeHw6/ejjB/F8GxhiDY/87chNQAkS6ZTI5v9iYptm2t678NXvj5NOpkcrz15wXFMfPOJjPnuRMRmZ6mH+oREREREelC70E4Pz8/rFy5Eps2bcKmTZsQEBCA0aNH49SpU4oxycnJWLFiBXr06IHY2Fg8++yzmDt3LjZs2KAYs2TJElhZWWHu3Lla3ff777/HhAkT0KVLF8U+JycnLF26FL///jv+/vtvjBgxAnfddZfGQNxHH30EV1dXxb+AgIAWPAvtg4udNcaH+cLWyrLF12jorLrp2ShEBLqpHL93xRG9117790IWPo1NVGzbWlkiMasUBeU1KmNlMuXlqOYVyBJkwhlvGkRERERERESEFixH1VVoaChCQ0MV21FRUbh27Rq++OILbNy4EUB9lltkZCQWL14MAIiIiMD58+excuVKzJ49G/Hx8Vi+fDlOnTql1afQ6enpiI2NxW+//SbY7+XlhZdfflmxPXjwYNy8eROffvoppk2bJnqtRYsWCc4pKSnp0IG4tuDvZg9/N3t0cXfA6etFgmMJN4pQK5XDxqrtsw1+O3kDHo422HI6Q7A/r6waE5YdED3HnJejys24qQQRkSliIhwRERERtYbBlqMqGzJkCJKSGpcD+vn5oU+fPoIxvXv3xvXr1wEABw8eRE5ODgIDA2FlZQUrKyukpaVh/vz5CA4OVrn+unXr4OnpqTawpmzo0KGCuTRla2sLFxcXwT9qG4Ee9qL7a6SyNr9XUk4ZFm46iyd/iMPOi9lanycz4+Wo5txUgoiIiIiIiKi90XsmnJiEhAT4+fkptqOjo5GYmCgYc+XKFQQFBQEAZs6cibFjxwqOT5gwATNnzlSp+SaXy7Fu3TrMmjUL1tbWOs+FDCfA3UF0f02dDNDcUFVn1wvKW3Se3IybG8jNOIuPiMgUMRGOiIiIiFpD5yBcWVmZIHMsJSUFCQkJ8PDwQGBgIBYtWoSMjAz88MMPAIBly5YhJCQEYWFhqKqqwpo1a7Bnzx7s2LFDcY158+YhKioKixcvxv33348TJ05g1apVWLVqFYD6bqaenp6CeVhbW8PX11ew1BUA9uzZg5SUFDz55JMqc9+wYQNsbGwQEVHfgXPz5s1Yu3Yt1qxZo+vTQG2gk4ud6P6aurbPhEvLr2jReeacCae8BFXOqnBERERERERERqVzEC4uLg4xMTGK7YZ6abNnz8b69euRmZmpWEYKADU1NZg/fz4yMjLg4OCA/v37Y9euXYJrDB48GFu2bMGiRYvw3nvvISQkBMuWLcOMGTN0/oK+//57REVFoVevXqLH33//faSlpcHKygq9evXCr7/+ivvuu0/n+1DreTuLp7tV10nb/F6ZxVUtOm/pziuKx2YWgxOE3ZgJR0RERERERGRcOgfhRo8erbHI+/r16wXbCxcuxMKFC5u97pQpUzBlyhSt55Gamiq6/6efflJ7zuzZszF79myt70H6pRyEu29QF/wRnw5AP5lw5dV1Oo1/9Y+zuFlcKZiLuWXCCWvCmdfciYhMkTbNoYiIiIiI1DFKYwYiAPB0tFE8vmtAZ3RyqQ/KVeshCFdZo1t23a9xN3Dwap5gn7llk5lyPTt9BFqJiIiIiIiITBmDcGQ0VpYWeDQqGGN7d8Kwrh4oq6rPVnt9y7k2v1eFjkE4MeaWTSYz0Zpwx5Lz0fON7fh2n/quxEREpoh5cERERETUGkbpjkrU4J1pYYrH5bcCZWfTi3E8OR9ezrbo5u3UquvLZHLklVWjslYYhPvvHb3Rt7MrrCwl+OdcJtYdTm32WmYWgxPWhDOhxLPXN9cHWT/5NxH/Gd3dyLMhIiIiIiIiMgwG4cgkPbDqGADg1znDMLSrZzOj1Vt7OAUf/H1JZX+IlyOGd6u/7uBgDwzr6onqOhnm/nxa7bXMrSacsDsqERG1FkvCEREREVFrcDkqmbS3t11o1fliATgAsLQUvpOaEOaLUT28RMe62NXHqi9mluBcenGr5mNIyjFDkwog8k0sERERERERdUAMwpFJu5xVisziyja/bkllrco+FztrhHg5wtfFDq9O7AUAmDU8SJEx98PRNEz9+hBKq1TPNUWCRhImFIMjIjJf/BSBiIiIiFqOy1HJ5KXlV8DP1V7n8ypq6lT2udpbQyaXY1QPb5VjFhYS/PvSSEhuvcka3s0T4V1c8dxPpwTjckur4WxnrfN8DE15OapJZcIRERERERERdUAMwpHJs2hBEZ6knDJ8ufuqyv4/nhmOzu72cLARf+nbWlkqHg8IcAMAONsKA241UhPqcqCBciacKYXgmEdCREREREREHRGXo5LJKxfJaGvO3d8cxrYzN1X2d3K1UxuAU8fNQRiEK6uqQ8KNIrz/10XRbDvTwUw4IqK2xMYMRERERNQazIQjk/G/50fgt7gbeHFsD0R+sEuxf83BZBxPLoCtlQXmjevZ7HWOXMtDabVqcMzD0QYuLVhG6tokCFdaXYe5P59GaVUdiipqsfT+cJ2vaQiCTDjG4IiIiIiIiIiMiplwZDL6dXHF+3f1hZeTLT69r79i/+GkfKzcfw3Ld1/VqinCzO9PiO5f9sCAFs3LwdpSsP3YupMoraoP8m06lS44tuFIKt7+8zykMuNHveSCIJzx50NEZO6YCEdERERErcFMODJJ9w7sgje2nkd1nbD+Wl5ZTbNNEZoGwA69GgO5HAjwcGjRXCpqpRqPZ5dUAQAuZpbg7W0XAAAnUgvx5uTeiOru1aJ7tgXlJaimFIKTcD0XERERERERdUAMwpFJsrCQwNvZFumFlYL9V7NLEeLlqNO1uri3LPjWoJu3k8bjY5buR1mT5a+XMkvw8JrjSP14cqvu3RrKgTeZCWTmERGZO36GQEREREStweWoZLL6dXZV2TdnYzzKReq9NWiaBTe2t0+r5zG+TyeNx5sG4EyF3FQz4Yw9ASIiIiIiIiIjYBCOTNZbU/vg6VFdVfaHvR2LnRezAQBHr+Vj9YFkRcApr6xaMPbje/urnK8riUQCH2fbFp3btBZbdZ0UdVKZmtGqjiTl4fmfTql8Xdrdu/ExE+GIiIiIiIiIjIvLUclk+bnaY9EdveHqYI1P/k0UHHvqhzikfjwZD60+BgAI8XLE2D6dFPXZGjjZts1LvJu3E3JKdQ+ETfv6MPp2dkFEoDvuHOCPMUv3w9nOGv/MHaFVbbSH1xwHAFhIJPjyoQid7i2oCcfGDERErSZhLi8RERERtQIz4cjkPXtbN/z5XLTK/uLKxk6pqfnlAIDM4sYg3PCunrC1apuX+KfT+2Nsbx9YWWh+A+ZoI+ykei6jGD+fuIGFf5zFzovZSC+sxKXMEtwsrlJzBXHphRU6z1nYHVXn04mIiIiIiIioDTEIRyZPIpEgPMBNZf+NAmFgSi6X4+mN8QCAOwf446enhrZZJ84u7g5YM3sw7hnYWbDfsklQ7sR/x8LLSXzp6uGkfMXjxKySNpmXJsqZcDINUbiqWikKy2v0Ph8iInPHxgxERERE1BpcjkpmKzmvXPE4t6waf5/LVGwHezq2WQBO2cKJvZBXVgM3e2vMGBaEMH8XPLDqGM7cKAIAONpaYf+C0cgrq8Ztn+4TnNswBgCSc8txe682n56AXOTxtjM3cSqtEG9O6QNLCwnkcjkmf3kQ13LL8dLYHriWW46l08Nh00YZhGL4JpaIiIiIiIg6IgbhyGz4utghS6nmW3xqgeLxd/uTBWOnhvvrZQ5eTrZY++hgwT4XO+G3kaOtFRxFatFdzGzMfssqrsKlzBJ8vvMKLmeV4ON7+iO6u1ebzlW5Dlx5dR3+OnsTc38+DQBYfyQVvi52KKioQU1dfaOIZbuuAgCm9PfDhDDfNp0LEVF7wM8QiIiIiKg1uByVzMa3jwwUbG84miY6ztJCgu4+ToaYEgDg3WlhCPN3wdcPa984IbO4CpOWH8TOi9m4UVCJGWuO69Q1VRvKK1C/2pOE5386LTieVVKlCMApq6qVtuk8mjLVwuafxSZi7Of7UVJV2/xgIiIiIiIiIh0xCEdmw97asvlBAKQyw3Yh6OrthL/njsSU/sLsu3em9lF7zpn0IpV9P6gJKrZUS5+Gjlof7uu9SUjKKcP/HWvb/w9E1H7oo8wBEREREXUcDMKR2bDTMgg3JMRDzzPRzqPRIXAWWZYKAOmFlSr73vvrIhKzStvs/nK0LAqXLxKEKyyvwVt/nsf5jOLWTsvka8LV1rGVLBEREREREbU9BuHIbNhq2Sxg2QMD9DsRHbg72ug0/qkf4trs3i3NhMsrq0F8WgHu/+6oIui24I+z+OFoGh747mibzc9UtTR4SURERERERKQJg3BkNrTJhFs0qRf83ewNMBvtONhol73X4HpBBT7651Lb3FypKNykvsJGCyf/OxaPR4eInrb1dAbuXXEUJ1IK8OXu+mYNuy5lAwDKa/RbL84UyBmDIyIiIiIiIj1gEI7MhrpMuM5KQTddM8/07ZXxoRqPiwXpvjuQLDJSd1W19U0Xevu54JuHhU0tvJ1t8dbUPoKluw1dXiuVGjOUVtW1yVzMCWNwREREREREpA8MwpHZUJcJ18vXWfHY18XOUNPRytg+nXDktdtx/PUxGNbVA5/e1x+T+/spjj8yLEj0vBMpBYLtlgSGSm91+Rwc7A4LC/FCbGH+LorHm56NUjl+NDkfu29lwQGAnXX7/5EhZyocEalh6jUtiYiIiMi0iVeNJzJBlmoCSbOjgpFWUIHu3k6I6uZp4Fk1r2F57C9zhgMA+vi74O+zmQCA0aHe8HS0wUfbLwvOuf+7o0j9eHKr7ltyK4vNxc5a7ZiXx/VEflkN7orwV7uM94kNjXXqnNQ0mmhPGIMjIiIiIiIifWj/76ipXYrq5ono7l5wsLHEqJ7e2PXybcaektZ8nO0Ej5++zQt3DuiMYR/tFoxrbUZWSWV9JpyLff23+cgeXjh4NQ/dfZwUY5ztrPHlQxGK7W9nDMR/fjyl9poONu3/R4aMUTgiUoOZcERERETUGu3/HTW1K5uejcKyXVfwxuQ+CFVahmpOPB1t0LOTE6rrZAjydAAA+DjbYnCwO06mFirG7buS26r7lNxajtqQCTd/fCi6+zjhP6O7qz3njn5+GBTkjvi0QtHjNlYWqK6TwtaqcWlwrVSGwvIa+Gi5FFhi4u9iW9pVloiIiIiIiEiT9l/gidqVQUHu2PjEULMNwAGAhYUEf88diR3zRsHa0kKx7/dnhDXZHlt3slX3Kam8tRzVvj4INyDADW9PDYO3s63G8zSFyJJyyhD+7g58Gtu4fPahVccwZPFuXMosadV8TYWcrRmIiIiIiIhID3QOwh04cABTp06Fv78/JBIJtm7dqnH8vn37IJFIVP5lZWUJxmVkZOCRRx6Bp6cn7O3t0a9fP8TFxYle85lnnoFEIsGyZcsE+4ODg1Xu8/HHHwvGnD17FiNHjoSdnR0CAgLwySef6PoUELWataWFIJtMH4pvLUd1ttMt4bW5RLWqWhm+2XtNsR13K2vuj/h03SZoorgalYjUkWj8mIKIiIiISDOdl6OWl5cjPDwcjz/+OO655x6tz0tMTISLS2MnRh8fH8XjwsJCREdHIyYmBtu3b4e3tzeuXr0Kd3d3lets2bIFx44dg7+/v+h93nvvPTz11FOKbWfnxoypkpISjB8/HmPHjsXKlStx7tw5PP7443Bzc8OcOXO0/lqI9OXFMT2wfPdVlf0JN4pQVStV2yFWzM3iSgC6d4xt6ZtMaTtZx8nuqERERERERKQPOgfhJk2ahEmTJul8Ix8fH7i5uYkeW7JkCQICArBu3TrFvpCQEJVxGRkZeOGFFxAbG4vJk8U7Rzo7O8PX11f02I8//oiamhqsXbsWNjY2CAsLQ0JCAj7//HMG4cgkzBvXE3FpBTiclC/YL5cDr/x+Bl8/PBAAUF5dBwcbS5X6anVSGTKLq+Bib43SW91RO7uLdz1VZ8awQJxILUBEoBu+eXggtpzOQFZxFTYeS2syJ7ng/to2NDD1PBLG4IhIHRMvaUlEREREJs5gNeEGDBgAPz8/jBs3DocPHxYc27ZtGyIjIzF9+nT4+PggIiICq1evFoyRyWSYOXMmFixYgLCwMLX3+fjjj+Hp6YmIiAh8+umnqKurUxw7evQoRo0aBRsbG8W+CRMmIDExEYWF4oXoq6urUVJSIvhHpE8T+/qJ7v/rbCYAIDGrFGFvx+L1LedUxiz44yxGfrIXb2w9DwDwcLTRuaPptHB//O/5EfjpyWHwd7PHczHd8czobirjSqvrBNvm3FVUppTFZ75fBREREREREZkyvQfh/Pz8sHLlSmzatAmbNm1CQEAARo8ejVOnTinGJCcnY8WKFejRowdiY2Px7LPPYu7cudiwYYNizJIlS2BlZYW5c+eqvdfcuXPxyy+/YO/evXj66aexePFiLFy4UHE8KysLnTp1EpzTsN20Rl2Djz76CK6urop/AQEBLXoeiLQ1c1gQDiyIweHXblc5ViuV4Zu9SQCAn0/cUDm+5XQGAOB/Z24CAML8XVTGNEcikaBfF1fY2zQufbWxVP1R8WfCTcG2VKbzrUyGVCmAaM7BRCLSLybCEREREVFr6LwcVVehoaEIDQ1VbEdFReHatWv44osvsHHjRgD1WW6RkZFYvHgxACAiIgLnz5/HypUrMXv2bMTHx2P58uU4deqUyvI7ZS+//LLicf/+/WFjY4Onn34aH330EWxtNXeEVGfRokWC65aUlDAQR3oX6OkAAPjxyaGYsea4Yn9heY2io6o2Xhrbo03mY2Oles83t57HH3GNgcCauvoAobezLe6J6AwrNfM0xeVcyvXsGIMjIiIiIiIifdB7EE7MkCFDcOjQIcW2n58f+vTpIxjTu3dvbNq0CQBw8OBB5OTkIDAwUHFcKpVi/vz5WLZsGVJTU0XvM3ToUNTV1SE1NRWhoaHw9fVFdna2YEzDtro6cra2ti0O4BG1Vi9fZ8H2lK8OIae0WnRs04YCEYFuGBTk0SbzsBUJwgHAmfRixeNNpxq7o+aWVuO5mO6CuYkF0NXtNzTl7Dd9N2aorJEKsgypfUrJK0eAu73aYDSZJ1P4eUVERERE5sso7w4SEhLg59dY9yo6OhqJiYmCMVeuXEFQUBAAYObMmTh79iwSEhIU//z9/bFgwQLExsZqvI+FhYWiE+vw4cNx4MAB1NbWKsbs3LkToaGhop1YiYzNzcFGsN00AKccMFIOiAFAoIdDm81DeTnqxieGNDv+zI0ixeOMokpMWHYA835NUBlnKg1V6wxUE+6r3VfR+61/sf9Krh7vQsa25XQ6Yj7bh2d/PNX8YCIiIiIi6jB0zoQrKytDUlKSYjslJQUJCQnw8PBAYGAgFi1ahIyMDPzwww8AgGXLliEkJARhYWGoqqrCmjVrsGfPHuzYsUNxjXnz5iEqKgqLFy/G/fffjxMnTmDVqlVYtWoVAMDT0xOenp6CeVhbW8PX11ex1PXo0aM4fvw4YmJi4OzsjKNHj2LevHl45JFHFAG2hx9+GO+++y6eeOIJvPrqqzh//jyWL1+OL774QtengcggLC00Z12UVdfB2c4aAPCb0tLQsb074ckRXdtsHhYWEmx6djiq62QYGNh8wDpbKVj48fbLuJJdhivZZfjigQGCcTK5HJYmUGVJuTGDPmvCLd15BUD9Ut4DC2P0dh8yru/2JwMAdl7MbmYkERERERF1JDoH4eLi4hAT0/jmsaFe2uzZs7F+/XpkZmbi+vXriuM1NTWYP38+MjIy4ODggP79+2PXrl2CawwePBhbtmzBokWL8N577yEkJATLli3DjBkztJ6Xra0tfvnlF7zzzjuorq5GSEgI5s2bJ6jn5urqih07duC5557DoEGD4OXlhbfeegtz5szR9WkgMpjZw4Ow4Wia6LHiylpFEO5mUSUA4OlRXbHojt5tPg/lpa2u9tYorqxVO/bMjSI8uSEOCTcKkVdWo9gvk8kFNeGkMjmsTWBlpqFrwsnZg5XILBn/IwMiIiIiMmc6B+FGjx6tsWbS+vXrBdsLFy4UdChVZ8qUKZgyZYrW82haB27gwIE4duxYs+f1798fBw8e1Po+RMb27p190c3HCW/9eUHlWH5ZDbq4O6CyRop9ifVLHEf28Nb7nLY9H42dF7Px68kbuJpTJjpm1yXVLKDqOmELVbm8PpBoa2UBOyNG4wzdHZXNH4iIiIiIiDoeVowmMgP3R4p35P3haBrqpDKs2H9Nsa+rt6Pe5xPk6YgnR3bFR/f0AwBYNbNstkFlrRQSpVySkqpahL+7A8M+2q2XeWpLphQbrJUyCEdEajAVjoiIiIhawSjdUYlIN+q6k246lY5ADwd8ufsqAKCPnwv83ewNNq/IYA/8/NQwBHo64MyNImw+lY7F9/TDkA/Fg2qVtVLB9rlbzSSKKtQvbTUE5Uw4qal0iyAiIiIiIqJ2hUE4IjMgkahPv/hyz1XF44bMNEMa3q2+aUpnN3vc0a++6/GgIHfEpxWqjK2sqRPUhFPuSiqTyWGhZUZdW1NuzFAjlWkYSUQdGRPhiIiIiKg1uByVyMw1ZG652lsjPMDNuJO5Zcm9/REZpNpFdeznB3D2VvYbAFTW1ike18oMG/w6n1GMI0l5AITBwOpaBuGIiIiIiIio7TEIR2RmZg0PQtKHk1T2Dwx0M/xk1Oju44Q/no1qdlxheeMyVEPUYgPqg28Lfj+DKV8dwsNrjiOzuFKwBLW6rn7JbHFlLaqaLJ8loo5NU1YyEREREVFzGIQjMjOu9tawsrTA+3eGqew3Ne9OC8MADdl5BeU1ise1dYbJQLvn2yP4PT5dsZ1RWCnoiFpdK0N5dR1GfLwHYz/fr5c5aOowTURERERERO0Tg3BEZuKdqX0wKMgdT47sCgBwdbARHDfFsM7sqGBsfS5a7fHc0mrF41oD1WJrWvNNKpNj/ZFUxXZVnRRXc8pQWl2H9MJKFCoFComo7e28mI3UvHJjT4OIiIiISO/YmIHITDwaHYJHo0MU225NMt9KKo3bYbQlskqqFI+N1RDhclYpfjp+XbFdXSsTBAST88owyNGjTe9pigFTImM4dDUPT/0QBwBI/XiykWfTPC5GJSIiIqLWYCYckZlycxAG4eaPDzXSTJr33cxBovv3X8lVPDZUTbimLmeVCLar6qSCgGZafoWhp0TUYZy6rtpFmYiIiIiovWIQjshMKdeAe//OMPTt7GrE2Wg2IcwXK2YM1DhGn8tR66QyxKcV4K0/z6scu5RZKthOy6/AhqNpiu3y6rqmp6jILa3GmoPJghp3RNQ8CzNLLWNfBiIiIiJqDQbhiMyUm31jTTgrS9P/Vp7Uzw/7XhkNdwfxBhI1emrMIJfLseTfy7h3xVH8oBRca5Bwo0hl3wGlDL3VB1OabaQwZ2McPvj7El76NUHLOWk1jKjdY7dRIiIiIupITP+dOxGJcrZrLOloqKYGrRXs5Yj4N8Zh8d39VI7p62t4/69LWH0wpcXnXy+owKexiRrHnL5eBEAYvNNEbmJV4WQy05oP6ceRa3n4YucVSPn/u8UkSlXh2OWYiIiIiHTFIByRmbJQWselrywyfbCwkMDBxlJl//GUAr18HWsPiwfgfnh8iNbX+HbfNbz/10Wtxn6zNwmZxZUax5jSe/dDV/PQ951YfL4jEfd8exixF7KMPSXSk4dXH8fy3Vex+VS6saeiYM6JcKb0fUxERERE5oFBOKJ2INjT0dhT0IlYJs7H2y8rAl11Uhl+PJ6G5NyyVt1HU4bXqJ7eeDQqGAAwIawTPB1t1I4FgO8PpUAmkyO/rFrjuE9jEzHz+xM6z9VYnvohDhU1Uny5Jwmnrhfh6Y3xxp4S6ZkpNRuRmHG/UcbgiIiIiEhXDMIRmbFNzw7HW1P6YExvH2NPRSdDQjxE9288loaiihr8FpeO/245j9uX7m/VfXJKxQNmjrcy8d6c0gfn352A72ZG4uiiMc1e7/Ut5zDog104m16k2Fcnsow2KacMFTV1qKyRil5H2zfvlTVSPLH+JH4+cV3LM3RXWSs+xwbnM4qx4PczyC6p0tsczIEuSw+ZIaU9c8uEU56vjP+jiYiIiEhHDMIRmbFBQR54fESI2RU3D/BwwKZno0SPDXhvJ17fcq5N7qNuWejsWxlwlhYSONnW19azsWr+x+EvJ28AAJbvugqpTI6SqlpBJ1Vlfd6Kxbgv9uPbfUl468/zLaof9X/H0rD7cg4WbW6b50NZeXUd/jp7s9lxU746hN/j0/HqprNtPgdzseTfyxj84S5kFbePQKQp1SQ0r59cQozBERERkbHEXsjC6E/3CpIDyDwwCEdERtG/i6tW4ypq6lp8j4ZMOEul+nkPDg7AS2N7io7f+ly0Vtctr6nD4+tPYtD7O7H2kPqmD+mFlfjk30T8cDQNZ9OLdZh5vZKqWp3Pac7lrBLM+zUBYW/H4vmfTouO6fb6P1i5/5pg375EYdOJ1QeSMWPNMVQ1k0nXHqzYdw15ZTUqz4k6ZhYTNyoLM36ymAlHRERExvL0xnik5lfgqR/ijD0V0hGDcERkFNaW2v34ySjU3ORAk9xbQbgwfxfFvin9/dVmvQ0IcMPIHl7NXvdYcgH2X8lFrVSOjCLt5vfCz40BL23fu+sjQPFZbCK2nM7QOEYqk+Pj7Zfx5e6rgv0HrzYG4j785xIOJ+Xjj3jTKfKvb9pmM5p6bMaU5idY3mkGXVuVA/rG6DKbmleOm1r+zCEiIqL2T135GzJdDMIRkdF8dE+/ZscUV7Y8G6whCNe3syteuL07Fk4MRXR3zxZfrzWuF6gWw2+uG6zyG/62cvBqntZjP995RbD999lMlTEdIROugbkt+26tOqkMh5PyUF7d8mxUXUhNKTqohvL3ZJ2Bg3ClVbUY/dk+RH28p0XL24mIiIjI+BiEIyKjeWhIoKJDqTqlVa1fjurtZIv540Pxn9HdTSSQIseV7FL0fzcWn/x7We2oto7BnblRhOpmAn+a7E3MQa1UJshYUs7Wq5PK8PqWc/gsNrFV8yT90jZ8s+ZQCmasOY65P4svW24LEsHrx/QDS8qvd0NnwmUq1SQ0g6RBIiKTwg8vqL3iK9v8MAhHREa1YEIo7hnYGSsfGSh6vDV10Roy4XxcbFt0vrOdVYvvrUlBeQ3Gf3EAVbUyfLuvsc5YRU2dMMDVxlG4/VdyRfd/Nj0cBxfGKJbi3juwi+i47JJqPL0xHmVKdfqUM4N+j0/HT8ev4+u9SWaZIVdVK0VFTR1e+f0M7vz6EHJK20cjhqa0fR+y+kAyAGD35RwA9ZlYzWVv6kr5FV4na9tr64NyDN/Q8zW354qIyFSkF1Zg2Ee78e2+JGNPhYiIQTgiMi5HWyt8fv8ATOzrhwMLYhDi5Sg4XtKa5ahljZlwLaIUrJgQ1kntMH9XOzw7upvWlxXLYskprUKft2Ixe90Jxb6mWWYtkVdWjXtXHMFvJ2+gVs01BgW5I8DDAcsfjMBH9/TDu3eGYd1jg0UbDOy5nIOCsprGeSl9Man55YrHJVW1SMopw+ZT6SZf66u4shaxF7Jwx5cH0eetWPwRn44z6cUY8uFuxKcVKMa1JIlS3Sfv2SVVKNVD4422pBxILa+uw7DFuzHo/Z3475ZzuJJdivf+dxHzfzvTquwC5efUGDXWdKX8pRpzvozBERFp75N/E5FdUo1P/mWmPhEZn37SPIiIWiDQ0wFvTumNx9c3dvkpacVy1Oxby7e8nbUPwt03qAsOXs1DmL8Lruc31nH7dHo4JvfPhY2lBd7edh7ZJdWKYzOHB+PZ0d2wYp923TObqqmT4X9n6uutKddss1SKUNRIZbDSspmFsq/3JCE+rRDxaYV4LDoYADA42B0SiQQnUuoDTB6ONor/PjQkEAAQE+qDax/ega6v/6Nyzf9uPad4/P5fF5FTUoXuPk7ILGrMHPv+UAq+21+fSfX32UxU1kqx9P5w+Lna6/w16NuC389gx8Vs0WP3rjiqeCyB7lE4qUyO/245By9nGyyY0AtAfWB06OLdcHewxum3xrds0q0g13LhgvLS5SlfHUL5rcK/Px6/jt/ibqD21vLR/8R0Qzdvp1bPy9A11lpCeYaGXj4rCFhyWRURkdb4M5OITAmDcERkUpztrAXbxZW1SM4tg0wOdPfR/EY/p7QK01cexfRBXZBeWImskvqgkI+Lndb3nxbuj0APB/Ts5IxtZ25i0eZzeCw6GC521pgW7g8AmNjXF4eu5uGR748DAEJ96+d1/PUx2HkxG29sPQ9Xe2tU1kpRUyfDwomhkECCJWrqv72x9RxCfV1U9iu/6a6ulcHBRusvQ0G5Y1JFdf3j23p6I7q7F+7+9ggAwEXNslsLCwnemdoH7/zvomD/4aR8wfZ3t5YtCvbtb9zXsJxx+a6r+Pje/rp/EXqmLgDXFk7fKMKvcTcAAC+PC4WlhQRxqfXBz8KKWsjlckgkEsV/TYlyUCwlr1xwrFYpAFVUUYOWUs4mM4eacMqpcMbMhDOHrEEiIiIyAP5JYHYYhCMikxIZ5I6nRoZg9+UcJOeWY8ORVKy6FeS58O4EONqq/7G1+kAy0vIr8NkOYVdPf1ftg3ASiQQRge4A6htHjOzhhc5uqtlbAR6N+zq7OQAAOrnY4ZFhQejX2RVd3O1RVl2H09eLcOcAf0gkEmSXVOFyVgmOJRcIrvVbXDom9fVVuYfyB7ctbahga92YPdcQDHK0tcKAADfcO7ALQrwcNAZ/HGza7tfEpazSNruWMWibQaYsvbAxm7KgvAZ5ZdWC/5dVtTJczirB7LUnsGBiL8wcFtQmc9VIw5chk8mx/XwWwvxVg8Lq7L2ci0FBHi2aikzpRW4Odc4EmXAGD4Q1fp+a+hJvIiIiIhLHmnBEZFIkEgn+O7kP5o8LBSAMPt1zK3NLHbE3xS+O6dGqDKMu7uJBKuUlrv5uwiBfeIAbPJ1sEeTpiLsiOivOf2daGD6bHi56n+3nsxSPG7JcapWCEtV1LWt0YGdtqbLP0dYKEokES+8Px/O399B4/rQB/ritpzcAYGiIB3r5OrdoHkB9d9Zn/y/epAIICTeKtB677nAq3tl2Qafrp+Q1BuEGf7gLk5YfxK8nbyj2lVbV4vUt51FSVYc3t57X6dr6sDcxB8/9dAqjP9un9Tlf703S6XlUplym0Byyu5QD48YMGnJpFREREZF5YhCOiEyScqZZg8RszZlUNiI102YO109mkYONFdY/NhjrHxussoRWE0/HxuDd9hdHKh7bWDXOvaEgvvLyvJZ2pbSzUn1O7EUCc2rPt7bEhseHIPXjyfj16eEI8HBo0TwabD+fhbGf78e13DLc+c1h/HryequuV1UrRVl1y+sG3vXNYZV9T44IwaX3Jiq6xSpbfyRV4/V2XswWvE4ziypVxhy51ric97MdibiUWaLDjFtPU/gmPq2wRddMySurv7ZcrlOjBmEmnOkHlpSzIQ29fFZuIkthiYiIiKjlGIQjIpPUw8cZfiLLSDUFo6xFgnBu9toHyHQ1OtQHo0N9dDrH3sYS08L9MbKHF0I7OWP+uJ4AhF9X5a0gnHI305YuR7WwUM3iK21FswvlDMC5t3dv0TWS88oxZul+nLlRhFc3NTZ5uFFQgYnLDmBTfLrW1xr0/k70fTsWFTUt/5qU2VpZ4I0pfWBvY4nVsyJFxyTcKMJH2y+huKK+u+mhq3kIfu1vBL/2N576IU4wNr9cc7203+KEX2trOo1qS9M9zt9sWUBw1YEUDF28CwPf34mHVh/T+uswt5pwxuyOKmUQjoiIiMjsMQhHRCbJ3sYSe+aPhmWTIFKhhiLwVpaqAaeWdBTVty8fisDGJ4bCwkICDyfVbgsNzRSUi9+3dDnqKpGmCV29HVt0LQCY0s8PDjaWGN7VE/PG9cTQEGEtsOUPDsCYXroFJv/zYzwAYNHmc7icVYr5v5/R6jy5XK7o2JmcW97MaFVHkvJU9ikHO8WW8gL12XPf7U9G+Hs7kFlcicfWn1B7jz23mlJo69n/O4W7vjmM6/kVyCurxuZT6YrMSH2Ty+U4n1Es2Dd/XE88Hh2CT+/rD1+RBicN9RIvZZYgu6QahRW1OJZcgKJbAcrmKGe/fbM3qRWzNwzhclQDB+FkDMIREbWEabU9IqKOjo0ZiMhk2dtYwsnWCsWVjW/o88qq0UlNt1NTqjWmLQ+RlqeNy1GVMuFqdc+EO3OjCBU1wgBOgIe9SuBMF1HdvXDunQmK4GjTZ3x4V0/EXshSOW/do4MxMNAd4e/tUDn2z7ksVNVKVTpwNkc5INKSBLKH1xzX/aQmPvrnsiBYqslfL4zAm3+ex+nrRWrH/HvruXtt81mUVdfhbHoxknLKsHBir1bPtYG65yqzuAoF5TWwtJAg/o2xSM2vQHgXV0VNw+mRAdh6OgMv/ZqgOKertyMyRJbcVtRK4a5hDtV1Unz6byLOpBcp9m07cxNfPhTRgq/IcJSfOkMHwpT/v8lYE46ISGv8iUlEpkTnFJEDBw5g6tSp8Pev7/a3detWjeP37dsHiUSi8i8rS/gmLSMjA4888gg8PT1hb2+Pfv36IS4uTvSazzzzDCQSCZYtW6bYl5qaiieeeAIhISGwt7dHt27d8Pbbb6OmpkYwRmwux44d0/VpICIDsWqSCZdfpj4TrtJAGUNtyVVkuWzD16GcaVMt1T0IdzQ5X2XfzGFBrWpUAUCQnRgR6CY45u5og/Lqxv8Pr07shemDuuC2nt5wdbBG/y6uotfMKalGXlm1TvNQXp5nrKDEtjM3IbLiV8Wvc4ahb2dXbPlPNE78dwzuGdhZ4/iEG0U4m16flfaHDstzW+rCzWJEfbwHABDk6QA3BxsMCHBTea3cFdEZz8V0U2wHqqkRWKa05LmgvAbXcsvw3E+nEPza33j3fxfw3f5krDmUgpOpLatBZyxyI3ZzZSZc867llmHr6QyDLOsmIiIiagmdM+HKy8sRHh6Oxx9/HPfcc4/W5yUmJsLFxUWx7ePTuFypsLAQ0dHRiImJwfbt2+Ht7Y2rV6/C3V31c/QtW7bg2LFj8Pf3F+y/fPkyZDIZvvvuO3Tv3h3nz5/HU089hfLycnz22WeCsbt27UJYWJhi29PTU+uvg4gM6/ERIfg0NlGxnV+uPlBT2GQJ3Ot3tF32kL442qr+GN59KQf9OrsKa8LpmAknl8vx8fbLgn0SCRARqCk/SXcvjumBovJa/BpX3/HT2tIC88f3RMKNIrw8ridmRwU3mZf4dVYfTNa57p1yIELXt9wHruTqeIZ66uIhY3t3wq5L2QAAT6Vlxz7Odvj0vnBsPpUBAOjibo8wfxfEXshWjFHOYDTEssefjjc2yPBystUwErBUCsypa/LR0CyjskaK2z7Zi1Kl5hnrDqdi1K2Ou+bM0IEwmQkEncXcKKjAsl1XMWdUV4S2ontyWxizdD+A+p9Dk/v7GXUuRERERGJ0DsJNmjQJkyZN0vlGPj4+cHNzEz22ZMkSBAQEYN26dYp9ISEhKuMyMjLwwgsvIDY2FpMnTxYcmzhxIiZOnKjY7tq1KxITE7FixQqVIJynpyd8fX11/hqIyPCeHtUVAwLc8P2hFOy5nKM2E27L6XRFxtC8sT0xvJsnIoPaNuCkD462qkGM5buvoqu3o6BQva414UqbdAx9aEgAXpvUWzTzrjUcbKyw5L7+mDk8SHHt/l3ckPDWOJ0y7jYeS9P53sLlqNoHJaQyOZ7/6ZRO93K0sUQ3HydFdpo21syOxB/x6cgorEQ3byfBMeVswuySKozr00ntdWpbkAWpC7lcjt2XGmvXvXyrWYg6vfwaP1ArrxF/XTYE4a7llqm8FgH1QdC9iTlIzi3HXQP8YWdtiesFFejkYgcPR9Vl28ZgzJpwptpJ9qkf4nA5qxT/nMvEpfcnNn+CASTcKGQQjoiIiEySwSqWDxgwAH5+fhg3bhwOHz4sOLZt2zZERkZi+vTp8PHxQUREBFavXi0YI5PJMHPmTCxYsECQxaZJcXExPDxUax9NmzYNPj4+GDFiBLZt26bxGtXV1SgpKRH8IyLDsbK0QHR3LwR51i97a+g2uedyNvZfyUWtVIZaqQzzfm0s5u/uaI0hIR6inUFNjVgmHFDfUKE13VHzSoUZg1KZvM0DcMr6dnZFgNLSRHUBOHkbVmYRLkfV/rzk3DKUaNkh9v07w2BlIcG3jwzC5/eHaxw7tndjhreDTX1w9b5BXfDi2B6iz8fqWZGwkACL7+4n2vSgQVsnPTW93JXsMmSVVMHBxhKX35+IYV01Z4dP6uuL1+/ohd+fGa62K23DctR7VhzRaW6PrTuJ9/+6iEEf7ELY27GYtPwgYj7bp9M19En59Ss1cDdX5VisKS1HvZxVCsA8ywEQERGZO9P5i4C0pfcgnJ+fH1auXIlNmzZh06ZNCAgIwOjRo3HqVGMWQnJyMlasWIEePXogNjYWzz77LObOnYsNGzYoxixZsgRWVlaYO3euVvdNSkrCV199haefflqxz8nJCUuXLsXvv/+Ov//+GyNGjMBdd92lMRD30UcfwdXVVfEvICCgBc8CEbVWwxK5jMJKlFTV4vH1cZi99gR6/Hc7evx3u2Cso4359JxxUJrrsK4e6OJe323Sw9EGtUpvtGt0DcI1yRisakFjB31QzghbOj0cU8P9NYzWTBiI0P5PkIuZ6j9MmdZkPjOHB+P8uxNwW09vuNhpDmK+NLYnEj+YiLljeuDbGQObnce4Pp2Q+MEkTI8MgL2N+LJOoH4ZcWspZwo2DerdvNVYoau3o9qOsML5SDBnVDcMDvYQLEfd9fJtise/nLyO3NJqnV+3YpQbsxibqWTCGbgcndkxodW6RGQCTP8jWSLqSPT+TjU0NBShoaGK7aioKFy7dg1ffPEFNm7cCKA+yy0yMhKLFy8GAEREROD8+fNYuXIlZs+ejfj4eCxfvhynTp3SanlTRkYGJk6ciOnTp+Opp55S7Pfy8sLLL7+s2B48eDBu3ryJTz/9FNOmTRO91qJFiwTnlJSUMBBHZAQNmUKxF7Lw4tgeasc9PDQQY5Qykkydo1LwxcrCAh/e3Q+z157Awat5guW0OmfCNWly0HQ5pLG8OaUPJAAeHBKIYV09cXdEZ/xzLlMls0culzf7815TYEmT7JIq0f07541CsJejyv6GwJSTXeOvTH9XO9wsFl7H380etlaWzS7nVGZtWf9ZmHKDg2BPB6TmVyi2S6vqsPdyDmJ6tfx1rSlelHvrtdJcLTgxL43tictZpZgxNBDdfZxwd0RnbDmdgYNX83C7CWWw6UomkyO7tAp+rvaC/cpPo6EbMyh3f5YyykRERERklgy2HFXZkCFDkJSUpNj28/NDnz59BGN69+6N69frC0UfPHgQOTk5CAwMhJWVFaysrJCWlob58+cjODhYcN7NmzcRExODqKgorFq1qtm5DB06VDCXpmxtbeHi4iL4R0SG11Dfp7pOhsRby5+ain1pFBbf3Q9uDqZRP0obVpaNP4bdHKzR2a1xWWJcWmPnyOo6KbJLqpCUU6bVdXNvLUf1d7XDf0Z3w5xRXdtoxq3j5WSLZQ9GKJY8WlhI4ClS7+vINdXOrk21pDFDVa0Ui/+5LHqsRydnRVBMjHLW1yPDgwTHtj0f3aq6Zbf19MaLY3rgu5mDsHv+aJXn5LH1J1t8bUCYRdV0SXBDwNbTUfcgnK+rHbY+F43pkfUfTkV391IcE6sF11JtkVGni9c2n8Xwj/Zg25mbgv3Kgd+mgeM6PdfuU76dKS1HNUV8doiIqKNgR3DzY5QgXEJCAvz8GgvmRkdHIzExUTDmypUrCAqqf5Mzc+ZMnD17FgkJCYp//v7+WLBgAWJjYxXnZGRkYPTo0Rg0aBDWrVsHC4vmv7ymcyEi02RnbYletzrvXS+oEB0T7OUgut9c+LvZo6uXeMZada0MQxfvxtjP96vN5FLWEFgZ07sTFk7spXG5o7H18Vf9cGPGmuP4/lCKxvOkGgIi6uxLFG8IEBPafLdO5cw87yZZY/27uGl1f03XnjeuJyaE+cLSQiK61PG5n05hfwu7umrqpplXWr902cu59cHrUT29mh/UAqVVhl2S+ltcfZOXZbuuCPYrP4sv/pKAX0/Wf1iYXVKFQR/swjvbLuhtTlIT7Y5qivj0EBERkanSOQhXVlamCIQBQEpKChISEhRZa4sWLcKsWbMU45ctW4Y///wTSUlJOH/+PF566SXs2bMHzz33nGLMvHnzcOzYMSxevBhJSUn46aefsGrVKsUYT09P9O3bV/DP2toavr6+iqWuDQG4wMBAfPbZZ8jNzUVWVhaysrIU99mwYQN+/vlnXL58GZcvX8bixYuxdu1avPDCC7o/c0RkcD63lqR+vF08k8nWynQDTdoYHeoNCwsJXhmvupzx73OZiscJN4o0Xqe4shY/n7gBoGVLDA3tpbHiyzff/+uixvNkOhaqP3OjCM/8X7zosa8fbr6GGwDMvb07RvbwwrQBjbXjHosO1upcXTTUBlT299lMzF57As/9dArFFboFpYSdZBsf772cg7i0AgCqgcWWcBfJQu3bufUZ5DPWHDd4NhwA1ZSqJtuvbjoHAFh/JBXFlbVYfyRVb1NRXo5aZ+CmEERE5ow/MYnIlOhcEy4uLg4xMTGK7YZ6abNnz8b69euRmZmpCMgBQE1NDebPn4+MjAw4ODigf//+2LVrl+AagwcPxpYtW7Bo0SK89957CAkJwbJlyzBjxgyt57Vz504kJSUhKSkJXbp0ERxTTtF8//33kZaWBisrK/Tq1Qu//vor7rvvPl2fBiIyAh9n0w8otcTOeaOQnFeOqG71WUST+vnhsx3CDBzlZajNBWCW7bqiyIRri+wmfRsQ4Ial08Mx//czKscqauoEzSuUKWcDaSqSv+V0Oi7eLMHqg8LMuuUPDsCLvySgl6+z2i61Tb08vrHG6fl3J+it6+zyBwfgja3ncSy5QOXY32czYW9tic+ma+7Wqkwsc+pESoFgmWvfzq4tm6ySpst5F0wIxYjuXrjzm/qu6A9EBuDXuBsq50UEuuH/nhiKHRezBJ2OG1zOKsW2Mzdx36AuKsf0qenzJvYqyyurhmVbdM/QYS7MhNOsLbswExEREbUlnYNwo0eP1rjueP369YLthQsXYuHChc1ed8qUKZgyZYrW80hNTRVsP/roo3j00Uc1njN79mzMnj1b63sQkWnp5NI+g3A9OjmjRydnxXZzXTib6xa5/VxjBnBL6nwZw5RwP2w7cxPJeWW4UVCp2L8pPh0zhweLnqOc/SbVUCRfLKizauYgjA/zRb/OrvB3U80604aTloG7luju44xf5gxHTkkVXt10FnubLKM900w2ZFNiMcrT1wsF2/3aIAin7OlRXfFcTHcAwPYXR8LfzR6u9taiQbjKGikcba0wvKv65ayv/H4GoZ2c0a9L285Tk6bPm9jfP0MX78bc23sIxmjTREpXwtc7g0yaMEZJREREpsooNeGIiFrCx9lOZd+9A+szY54d3c3Q09EbZzvNwZ2iyhq1x6pqpci6VTPO0kKCkT30U6OrrdlaWWLD40Pw2sTegv1v/nkBFTXiBf5lgppwut1vfJgvAKCrt5Oi+6kp8nGxw6pZkfj3pZHwcmrMaqyokSoey2RyFJSrf00ATZpY3HrelK/xQGSA1tmAzXk0KhhuDtZ4VGmZbm8/F9GMwd5+9UtVp9xqvOLraocP7+6L+Wo6zE79+lCbzFFbTTOqxGI7UpkcVpaNQbdypee1LQle74wyERFpTf+5ykRE2mMQjojMhthy1A/u6ouNTwzBy2retJuj5oJCRRqWoyrXpPpn7sg2C6wYip216q+l+LRCkZFNu0WKR+GqavUTEDEka0sL9PJ1wcxhwYp9GUWVWLT5LADgpV8TMPD9nYhLVV262kAsgyuzuD7jcGQPL7wzLazN5vvOtDDEvzEOfq7NZxj+/NRQrJ4ViadvawyizxgahHuVlp3++9JIwTnBr/2N17ec03s3UkA1o0pd7Kth+TcAFFVoDoi2lPLrXcZMOCIiIiKzxCAcEZkNO5EOn/Y2lhjZw1ulFpW583etz/ob36cT+vgJC9v/ePw6akUCELVSmaBphTku37UQWcb315lMvPXneWQVC7vCKmd3qasJV1qlmkU3rk+nVs7SOJ6+rSu+UWog8fOJGyiuqMW2MzcBAN8dSFZ7rvLT0/Awu6Q+cDS1v3+bd8+1tFCfd9CQ6dnZzR5uDjYY16eTyvevjVXjtoejal3Dn45fx+ZTGW00W/Uagm55ZdV4ZM1xtZ2Z1x1OVTzWFCRvDS5HNQ1Xs0vxzrYLyCltvku1mOySKlzOKmnjWREREZG5MK8UCSLq0JoGo9qzH54YikNXczFtQGe4O1gjZNE/guO/nLyBmcOCANR3S91zOUdluYWbSKdKUzcw0F1lX0MNsR+OpuHa4jsUAR7hclR1QThhQOT9u/ri3oGd22q6BmVnbYnJ/f0w7zcLRafQcqWlupqaAyg/Vw0PGzK23EWCXPr0y5xhWLrjChZMCFU7xsPBBgMC3GBpIYGXmrqGCzedxb2DumgM+LVWQwbh+sOpOJSUp9U53x9KQUSgGx4ZGgSLNpybNq93qqepdnFrTf7yEGqkMlzLLcPGJ4bqfP7QxbsBAAcXxiDAw6Gtp0dEREQmrn2ljhBRu9bJxQ6xL40y9jQMoruPEx6NDoGHow0kEgnCA9wEx48n5yse37fiCL7cfRXLd19V7HtyRIihptqmXB2sceat8bj8/kS8K7JE8p9zmYrHgu6oUu0y4e6J6Ky226q5sFYK7JRXKwXhLLULwjU8LryVseXu0PbdXTUJ83fF2kcHK+rBibGwkGDLf6LwxzPDYWEhwbyx4svN88urRfe3lYZnrUCHJaZbTmfgrT8v4M8zLc/U23I6HYs2nxUsuWVNOO3p89mpufX/5Gx6cauuc+Ems+GIiIg6IgbhiMishPo6460pfQDUd1/sKJqGV7ycGrODxJZiKi/nMzeuDtaws7aEr6tqI45LmY1vXLVZnldWLQzCmVuNPDHKmV9Pb4xv3K8hE045ZvPj8euY+tUhxdJKU82YlEgkii6jL9zeXXRMSaV404620hD4KmsSzH39jl7NnvvOtov4+YT40nEAWH0gGc/9dEq0buG8X8/g5xM38LdS0Fn5MsyEIyIiIkC/Hzy1xNt/nscbW88ZexomzXzfpRFRh/VYdDD2LxiN1yY1/0a4vWgaX6mskUIul6ttPGDOQbgGfiJBOHelgJFyLwZ1NeEyiirbfF7GdueAxuW0yXnlisdWGpY+yppkTp3LaMziEau5ZmqUl3V29XJUPC6p0k/9tQYNL6vyJsHcEd29cfXDSRjTy0ftucWVtVi0+Rx+On5d5VhVrRQf/nMJf5/NVNT0E5Nf1piBJ5bNSMajzyWvRERE5qi4shYbjqbh/45dFzStIiHzf5dGRB2ORCJBkKejIkumI8ovr8H8384g4r2dosfbQ6MKsUy4fVdyFI+lghpZ4tlGR6/li+43Z+qCz8l55UjLLxc9pi5xSiIBXO0Nuxy1pdY/NhjvTgvDnldGK+pDllTqNwjX8BIrbLIcNdjLAdaWFvj+0cFQjn0+ODhA5RpbTmdg3eEUVNY0BsyVlzIeuJKLOqkM+xJz8OofZwV/tFpIgJtFlZDK5IKOqAZoDGvWjBUfaw/dmImIiFpKxiZSWjH/d2lERB1A066h13LLsPl0BirVvOmzbQeZcGIF+Q8n5eNmUSVKq2qx53JjQE5dJlx6oXg3S3Ombkltwo0i3P3tEcEfQA3E9gFAiKejXhsbtKXRoT6YHRUMoDHT89F1JxGfVqi3e9ZKZbhwsxinrhcJ9ivXFVR+Zkf28Fa5RsKNIrz7v4v4JLa+c/GNggpkFDW+Lv86m4l7Vx7Fo+tO4te4Gxh2q3A/ABy4moeoj/fg5d8SBEFndf8/jW3raf13rNWG3AiLcw4n5aHXm/9i2a4rWp5hmv8PiYiIWqoD50foxPzfpRERdQDKv9PsrC2Qkqea8TRHqUZee1iOqq6z5Fd7ruLJDXH4UqkRhfruqPqtGWZqCsprUFaj+jWrywyKDFbtRmsOEm4UKR7P+v643u5TXFmLyV8eEux7e2ofwbbyc3tHP1+111p3OBX/3XIOIz/Zi3m/nhEcO6P09SgHlBsCzX8m3BRkMzYNOtdKZTiSlCfIttOn4opavLPtgmDeAPDSrwkGub8paPot9ebW8wCAZbuuqg4mIiIiusX836UREXUAyp8shfqKd5V89rZuisfmkt3UnLen9sHIHl6YFu6v2PfziRs4nlIgGCeWCZecW4bLWaV6n6MxTO7np/ZYcYXqEs2qOvHgTJCno+h+UxcT2phxVm6gwBMAbH0uGo9Fq+88LJFIcNcAf7XHfxSpD6etn5XObdodddmuK3h4zXG88POpFl9fF1/suoL1R1Jx5zeHDXI/XbFcGxERdRT8nWd+GIQjIjIDEqVcuC5u9qJj7KwtFY/byy/kx6JDsPGJoXhpbA+N45pmwlXWSHH70v2CfXdHdEZ78dn0cLw5pY/osab1ywDguR/FgzPeTqpLfs3Bx/f2x3MxjUHn/DYo/ns9vwJv/3lekGXXVA8fJ5V9/k1qF746qReiu3u2ej5NXVTqDFxTJywKt/5wKgBg16Uc6JNcLserf5zF+iOper1Paxnkx187+RlLRESkD+3lvYg+MAhHRGQOlBLbOrurBuEeGhIgWILa3jr3dfV2wpcPRag9XicVfr1rD6cItlc+Mggf39tPL3MzBnsbS0zqK770sUgkE+5qTpnoWDsbS9H9pq6Tix0WTOiFLre+FxKzW5/x+J+f4rHhaBruUpPddXdEZ9F6fGtmD0ZUN09s/k8UAMDP1R4/PjkMj2vImGutyiZLjpvWjNSXqzll+DXuhkHuZepUfsK2j+RjIiIyMXVSGXJLzaPTaDt7+6E3DMIREZkB5dWlnUUy4d6/s2+7WYKqzrRwf+x7ZbTosRqpcEniJaWsIQAY1dMLtlbmGXBSx8PRRnR/0zpdmvg4m2cmXIOGzLSHVx/HlVYG4s5nlGg87u4g/nz38XfBT08Nw8BAYX29CpHafM3RtpajSkMWA33rJzRpUGGqjPEmoH3/9CVqG02zeA1FwmrxZMbuXXkUgz/cpfK3rSmSMQqnFQbhiIjMgPJyVLEgnJWl8Md5e/0VGOzliCdGqGYYNc3+8m/yHNlbt68AHFC//HhQkGpjhaU7ryD64z24eLMEcakFqJMK3/R8cl9/PD2qK54YEYKhIR6Gmq5eDAho/PrXHU7Fgt/PtPjTYld7a43Hn76tq8bjTTUNyjmIZB1GdfPEtuejFdvadj2taFIHz1CZcNklVc2Oib2QZYCZmKf2lqFMpIsl/15Gzze242x6kbGnQmRWGj5c3WIiHcg1kQse83eeOgzCERGZgVcmhAIAHo0KFl2O2lR7fq/X1Vu1mUDTOmi1SoEnGyuLdvsp+O9PDxd0xW2QUVSJO748iPtWHsU3e68Jjt0fGYBFd/TGm1P6mP3zMmdUV0XTkp9PXMfv8elYtPlci67l6aSa6bb5P1H4z+huiHtjLDq52Imcpd69g7qgX2dXxfae+aNx78AugjEONpbo38VNsS3WYERMVa0Uuy5mY/5vZ1BRUwdD/W/UpgnG0xvjRZuDGJZp/gDU8n8vUbu0Yl/976KPt182+L0ZACcyDOVMOP7OU0+1uAkREZmcQUHuuPDuBDjaWqG0SvgGV2wJW3v+g7OTs2ow5J9zWZDL5YqgUmlV/VLAh4YEYsGtAGZ7ZGEhwWPRwdh1KRsPDQ6Eh6MN5v9+RjDm671XjTQ7/bO3scSDgwPx84nGzqGHk/JadC1nkXpv3bydMHCiarahNiwtJHh5fE88tu5k/fXtrPDpff2x6VS6Ysxrk3oDAF4c0wPLd1/FZ9PDsfdyDnxcbFFRLVVbf+3nEzfw84n6Y53d7fW6FPJkagE8HW3Q1dtJ6yW2RZU1cHXQnFmoT4b48deSn7FcpkPUvj8kJNInc/jbXnmK5jBfY2EQjojITDQUhXe2s8ZfL4xAdZ0Ux5ILBAX6u/s4ISmnDGN6dzLWNPXOW00ds9/j0rHhaCom9/dDSWV9oLKPv4va2mnthZ+rPfbMHw1AfClgrbR9/xHkZCtc5llZK0VmcSX8XJvPGFUmVjPQqpV1FsP8XRSP7a0tYaF0vcOv3a5YWv7imB6YHtkFXdwdcN+g+mw5qUyuVROEizdL9LYcNT6tANNXHoWznRUOv3Y7dmvZfbUhCN6eNf2u0iarlO9HiLhEjag9EwbhjDcPU8cgHBGRGep7a5nboCBhTa9/5o5EaVUtPJ3Mu+C+JuoK5C/cdBYAcOFmCbxuLS10setYv+YcbTrW1wtAtGPp8eQC3BXRWafr1EhVC4ZbWbYuuOXjbIdf5gyDtaWFIgC3Z/5tKKqsFdR2tLCQoIu7g+BcSwsJYl8ahfi0QtwzsDP6v7NDdI67LmW3ao6a/HqyPghYWlWH/u/s0Pq8ZbuuYs3sSH1Ny2wxE46IiFpK3Yc9phTYFi5HNZ15mRrWhCMiakdsrCzadQAOAAI87DG2mUy/vLL6GnHqsubaKwfb9teAojlOIkE4uxY04qhq2nEUgJVF6/9MGtbVU9BAo6u3k0rTBnVCfZ3x8NBA2Flb4v+eHCraiEOftKkBJ2bXpWyDL0NRvp9hlqMKt7UJ1/L9CJGRuhebef1TInOh/O3NmnDqMQhHRERmRSKRaJVlE+LliKEhngaYkenoiJlwYkE4sYBac5qe81xMN1i2cjlqWxoS4oFxfQy7zFzbr/6pkaodi3+PSxcZqT+CJTAmlBWgjFkBRKbaNoWI2oJyl3f+zlOPQTgiImqXHhgcYFJBFENwsOl4mXBiy1Ff+jUBL/x8GvetOIKaOtUlnGIqlYJwW5+LxoIJvdpsjm3lnojOcLGzwgORAdj6XLRe73XkWh7+Opspemx0qDdeuL27Ynv+eNXmJ8t2XVHZp8+uqebwx745zJFI7/htQNQi5tbowNzma0gMwhERkVmysdT8KyzEy9FAMzEdygGpXr7ORpyJ4YR3cRPd/78zNxGXVogr2aVaXaeqtj5Yt/k/URgQIH5NY/NxsUP8m+Ow5L7+cNZzvcOHVx9Xe+zpUd3wXEx3dPdxwtRwf9hZW6LfrTqVDW4WV2H7ucYg3sr91xD+3g78c048sNdayn/qG2Q5apNIgjar3bg0h4iI2jOZgUtDmCsG4YiIyCw5NlP/LNDDQePx9kg5E04sO+mlsT0MOR2DCPR0wFcPRag9nlNa1ew15HI5Km/VP+vkYtdmc9MH61vBZ3VBuPLq1nUmvZpdij2XVZs9ONtaYVq4Px6NCsbQEA/YWVti57xRiud+4xND8GhUMD6/P1xxzrM/nlI8/nj7ZQDAG1vPt2p+6gj+8NfLHVqPWQFERNSeKf+a4wdP6nW84jFERNQuONpaoVDN8jYbS4sOGYSzs7bEokm9UFUrg49IU4onR3Y1wqz0b1JfX0wL98e2MzdVjmWXVONabhlCPB0VHUqbqqiRKjqPutlb63WubcXFTnyeYW/H4pP7+uP+yIAWXXfcFwdU9kkkwMFXY+DWpDOxcrFzNwcbvDMtDDklmoOeDUHOoooaONtZK5aM10llyCmthr9S11hdGDq+pdqYoflUOOU3JIzHUUdljJqNDIBTe2AODUbYHVU7DMIREZFZCvZ0RHphpcr+BRNCMbybp2itsI7g6du6AQByS6tVjtlatc8EeCtLC3z5UAQyiioRn1YoOLZo8znF42OLxsDXVTXTraC8vpuujZWF2dTV0/T/cuEfZ1sUhFP3RvWPZ6JUAnDquDsKx9VKZYKAU2c3O1zJLsX4Lw7grgH+WPZgfSbd0xvjsftyDn57ejiGhHi0YO7ij02JOWTrEembqX5/EpkrU/qeEnZHNaGJmZj2+dc4ERG1e0vu64+obp64o5+vYP/QEA8MDHQ30qxMh7ezLf56YQQOLIjBh3f3xef3hyuWMrZX1XWNzRXenNJH5fjcn08LtuVyOeb9moCRn+wFANTUyczik2ag/hPxOaO6Isiz7TI+S6rEl7LqEphs+hrr8d/tiPxgp2Lbxd4a3+xNAgBsTbiJ6I/3IKe0Crsv5wAA7v/uqK7TBmAef+ybQ6CQqD0yl5/rROZOzppwWmnff40TEVG71dnNHj89NQyPDAsS7Ldpp9leLdG3sysCPR0wY2gQ7hnYxdjT0bvq2sZOqI9FBascP5FaINjOK6vBltMZ+p6W3rx+R2/sXxCDE6+Pwa9zhin2O7Ywmy+/TDV7Eqhf5qyLbc8LO7cqB/c2n8rAnwmNy4YziirxyBphE4jzGcU63Q9ommWm/7/8m95Bm/f4ci7TIWIWKFELmcOyamFNONOfr7HwnQoREZm14V09YaVU68vWyjyWE1Lb++/k3gCAp0aGqK3/prxcNb2wwiDz0jcfFzsM7eqJTc8OBwCU10jxWWyiztfJK6sR3W+l5rlUp4u7btl5V7LLBNs7LmZj6+kMyHSo6ixXu2E6ZHxzQkRE7Rhrn2qHQTgiIjJrEokEn9zXX7HNTLiOa3SoDxLeGofX76gPxi2YoNoh9t4VRwDUf6KcklcuOPalhi6r5sBVqanE13uTUKZjp9SEG4Uq+54cEYIAHZuceDhqVz9OnS93X8VLvyag6+v/oE4qa/4EAHLthrWdFry5kHGZDpFZZPMQUcsoZ6Lzwyb1+E6FiIjMnnIThvbafIC04+Zgo6j/81xMd3w3c5DouK/3JOHl384AqM+mvPTeREwL9zfYPPXByVbYMfX09ULI5XLUahHIksvl+C0uXbDvo3v64Q2R2nraEAuAtsQNkeYrYgz9x35LlryyaxwREbWUOdQ2lCn9uaFDMnuHo/M7lQMHDmDq1Knw9/eHRCLB1q1bNY7ft28fJBKJyr+srCzBuIyMDDzyyCPw9PSEvb09+vXrh7i4ONFrPvPMM5BIJFi2bJlgf0FBAWbMmAEXFxe4ubnhiSeeQFmZcInD2bNnMXLkSNjZ2SEgIACffPKJrk8BERGZGEebxiAcM+FImb2aemZrD6coHkcEusHeTLqiauJsJ+wInJRThpd+TcDQxbsVHWDVySiqRFJOGawtJTi4MAZLp4fjvkEtryP4XEz3Fp+rLL2wAidTC5CUU6pxnFzNY1MirJVjvHkQGRNf+kTa06Ysgyl9Twkzvk1pZqZF53cq5eXlCA8PxzfffKPTeYmJicjMzFT88/HxURwrLCxEdHQ0rK2tsX37dly8eBFLly6Fu7tqd7stW7bg2LFj8PdX/bR6xowZuHDhAnbu3Im//voLBw4cwJw5cxTHS0pKMH78eAQFBSE+Ph6ffvop3nnnHaxatUqnr4WIiEyLtaVyTTgG4aiR2OshLrUAhRW1iu3WLp80FQ42lvByavxaTqQU4M+Emygor8Hf5zI1nlt06/lwd7BBgIcD7h3URa/ddKO7e+LuiM7Njjt6LR/TVx7F2M8PaPyD3thZZtpkKBh7jq0ll8tRU2fodb/U3hjjpW/6+UNE4qRmHNTih03qWTU/RGjSpEmYNGmSzjfy8fGBm5ub6LElS5YgICAA69atU+wLCQlRGZeRkYEXXngBsbGxmDx5suDYpUuX8O+//+LkyZOIjIwEAHz11Ve444478Nlnn8Hf3x8//vgjampqsHbtWtjY2CAsLAwJCQn4/PPPBcE6ZdXV1aiubuwWVlJSouuXTkREemalFCxgYwZSJtbZ876VRwXbysuZzZlEIsEvc4Zjw5FUbDyWhu3nG1cdqMsIbFBSVR+Ec7G31jiurUzp748xvXya7U777b5riscllXVwdRCfnznUWxMWrDbRSWrw/M+nseNCFg6/ejt8XOyMPR0yU8Z45ZvfdxtRPXP7wMbcP2wyFIOlCwwYMAB+fn4YN24cDh8+LDi2bds2REZGYvr06fDx8UFERARWr14tGCOTyTBz5kwsWLAAYWFhKtc/evQo3NzcFAE4ABg7diwsLCxw/PhxxZhRo0bBxqbxU+IJEyYgMTERhYWqxYgB4KOPPoKrq6viX0BAQIufAyIi0g8XpWV4yllxRGJBOGWDg91x5wDzrgWnrLuPE56+ravK/ua+K0qr6ps4NF3Sqi+OtlYalwCLfQ03NHWzNXDn0aa30Oanjlzw5qRt52MIf5/NRK1Ujt/j05sfTERErSYzs+RjuVz8MQnpPQjn5+eHlStXYtOmTdi0aRMCAgIwevRonDp1SjEmOTkZK1asQI8ePRAbG4tnn30Wc+fOxYYNGxRjlixZAisrK8ydO1f0PllZWYIlrgBgZWUFDw8PRf25rKwsdOrUSTCmYbtpjboGixYtQnFxseLfjRs3dH8SiIhIr3p0csbj0SFYMCHULArXkuFoWp68/MEB+P2ZKDjYtI9MuAZd3B2wqklDivIa9Z1SbxRU4OmN8QAAZ7u2y4RT/lacN7YnhoZ4KLadbC01Pu8uIvNI1xCEkxk6CNeCcww9RyIiMm9SM/tdwZpw2tH7X52hoaEIDW3skBUVFYVr167hiy++wMaNGwHUZ7lFRkZi8eLFAICIiAicP38eK1euxOzZsxEfH4/ly5fj1KlTBn9zZWtrC1tbW4Pek4iIdPfW1JZ1caT2zdZafRDOqZ0sQxUzPsxXsN2Q6Sbmk9hExeO2zISzspCgVlr/R/iLY3vg0ehghL+749YxC1haNP5Nd8/Azth8qnFpqtg8dlzMxrHkAswd00Oljp9gCYyJZg6YeyYcUZvgG3MirUmVflmYw4fMyt/d/D2nnlGqVw8ZMgRJSUmKbT8/P/TpI3zz1Lt3b1y/fh0AcPDgQeTk5CAwMBBWVlawsrJCWloa5s+fj+DgYACAr68vcnJyBNeoq6tDQUEBfH19FWOys7MFYxq2G8YQERFR+2Gh9EfroCBhw6cgT0dDT8dojl7LR3ZJleixqlqp4rFLGwbhHhoSCACI6uYJAHBWCno2/XTf0cZK0NlYLAi3+VQG1h9JxZLtl1WOKV/NEJkDLfmEX/CGhIEI6qD4yifSnjbdUU2JnDXhtGKUIFxCQgL8/PwU29HR0UhMTBSMuXLlCoKCggAAM2fOxNmzZ5GQkKD45+/vjwULFiA2NhYAMHz4cBQVFSE+Pl5xjT179kAmk2Ho0KGKMQcOHEBtbWNHtJ07dyI0NFS0EysRERGZNx9nW0R188Sont4I8WoMuq2ZFYnuPk5GnJlhHUrKw9DFu1WCR6l55dh5sfEDSlf7tusU+/odvfHNwwOx4pH6pbEWSplvwU0CoBYSYGzv+rIivf1c4GzbuBy16ZLiKzmlKvdSfqMiNcKbFm0SFGTtJBOOS4yIiAzD3JZ3yll2QSs6f9xZVlYmyGJLSUlBQkICPDw8EBgYiEWLFiEjIwM//PADAGDZsmUICQlBWFgYqqqqsGbNGuzZswc7duxQXGPevHmIiorC4sWLcf/99+PEiRNYtWoVVq1aBQDw9PSEp6enYB7W1tbw9fVVLHXt3bs3Jk6ciKeeegorV65EbW0tnn/+eTz44IPw968vuPzwww/j3XffxRNPPIFXX30V58+fx/Lly/HFF1/o+jQQERGRGZBIJPjpqWEAgPyyaqTll6NfZzeM7dOpmTPN3+t39MLif4RZYydSCjC0a/3fVDV1Moz+bJ/geJCnQ5vd387aEpP7+wn2/fXCCOSWVQsCogBgZ2OJxXf3w8BAd0wL90dyXrni2KNRwfjuQLJi28NBNVCo/Ld+rdRw61Era6TYcTFL0V1WE3aNIzJOEqjpL+IjEqec2W3AX20tJuwCbrx5mDqdg3BxcXGIiYlRbL/88ssAgNmzZ2P9+vXIzMxULCMFgJqaGsyfPx8ZGRlwcHBA//79sWvXLsE1Bg8ejC1btmDRokV47733EBISgmXLlmHGjBk6ze3HH3/E888/jzFjxsDCwgL33nsvvvzyS8VxV1dX7NixA8899xwGDRoELy8vvPXWW5gzZ46uTwMRERGZGU8nW/z+TJSxp2Ewc0Z1w6zhwej15r+KfT8cTVME4dLyy1XO8XO10+uc+nZ2FWy/NLYHtpzOwFMju8LNwQZPjmzsimptWV9T7q6Izujm44SFf5wFALjaqzZtkCstcjNEEE4mB7JLqrBs11X8fOK68JhMLsj6U8xRkCGg7xnqjznUJSLTJeeCVCKtKdc4VfvhjQl9Syln6/F7XT2dg3CjR4/WmAq5fv16wfbChQuxcOHCZq87ZcoUTJkyRet5pKamquzz8PDATz/9pPG8/v374+DBg1rfh4iIiMhc2VlbCrZzS6sVj69kl6mMj+7upfc5KXtpbE+8NLanyn4fFzvsfWU0ZDIg0NMBvf1cEHs+C7sv56C6TjXIphzUqpMa5g//MUv3o6xateGFVC6HhUjujbktK1LHnOdORGROpGaWQS3oAq7h87A1B5ORll+B9+4M65Af7BilJhwRERERGV7DssnT1wuxcv81wbGnRobA2tJ0/jTs4u6AQKXlsXf0q1/aqrz0s7y6DtV1UsGbE0MtRxULwAHq3yixVg6RcfC7jcyVseud6ko5+03970I5Pvj7EjYeS8PJ1EJDTc2ktF0LLCIiIiIyaaVVdTifUYy7vz2icqzWQBlkLdXQMTUxqxQymRxVdVKEv7sDfm52WPfoEMU4Y38d6j79bz+NGYw9AzJnfP10XOXVdXCwseyQmU8t1Za1ROVyud6fe23KLpTXNHZkzykV79re3pnOx51ERERE1OYauo4CQFFFDaZ8dUh0XI2JV312uVULLqe0Gl1f/wd93opFnUyOGwWVggwBfWTCyeVy/HT8evMDIVw+pEzGTDgiBuE6qOTcMoS9HYunN8YbeypmRapFJlytpnWftyz84wxGLNmr0kTofEYxruWqlqaITyvAo+tO4NR13TLVlL+/1ZUuKCyvUTzOL6sRHdPeMQhHRERE1I4tfzACyx8cAED4CXRTDw0ONNCMWsbH2VbtsfKaxqWhdW2UZnYpswRzfz6NlLxyDPpgF17fck5x7LmYbmrPU/dGSVCwmoEIIoNh3pXx/d+x+g8xdlzMNvJMTNONggrsS8xBeZMyB8of2Kj7fKlhiEzD777f4tKRUVSJ2PNZkMnkuJJdis9iEzHlq0MYs3S/4PfT+Yxi3LviKPYl5uIekax5TbTJ+E5VagqVUVSp0/XbCy5HJSIiImrHHG2tMCHMV7BvQlgnzBwWjPi0Qny99yo+vqc/+nVxVXMF0+Dnaq/2mPIbl7bKhLt/5VGUVtdh25mbKsfc7G3UnldZIxXt4CosWM0oHHVMfOUTqRr5yV7F47ljeuDlcfUNi6Qi3VHLqutwLr1YcP5Xu69i9cFkbHo2Cj7OdsgsqYS/mz1ScsvR289FMW7BH2ex4FancWXlNVJ8FpuIiEA37L+S2+KvQ9CASM13+8zvTyge9+ts2n936AuDcERERETtnJ21JbydbRXdUa0sLTCihxdG9PDCczHdYGVCDRnUsbexVHvstU2NWWqtDcI1ZASUqmm8AADeGrLyDlzNxf2RASr720tNOCIiajtNm/x8ufsqvJxsMGt4sCCzWiaXQy6X47F1J1QaGizdeQUA8N5fF5GWX4HrBRWwtJBAKpNj5rCgZufQcM31uiW+qVD+1Sb2ey6npLEGnI+zLaaG+7fuhmaKQTgiIiKiDuDvuSMw5MPdAIAhwR6K/eYQgGsQ7OmA1PwKlf3KS1rqWtGYQS6X46HVx2BlIf6c2FpZYMt/opFXVq32Gsm55aL727LAtjGZ78zJFKirE0XtG3sxqJeYVaKy760/L+CHo2nwdGzMut57OQddX/9HYzmD8uo6XC+o/x3ZEMDbeCyt2Tm0VZdSYdkF1Ymm5DX+ftzw+BCV4x0Fg3BEREREHYCPsx32zL8Nh5LyMGNo85+Mm6Ktz0XjZlEV7G0sEfPZPtExrWkwkVNajWPJBWqPvzG5N/r4u+BwUp7aMSv3X0OtVIYHBgcg0MMBdtb1GXzaFKwmIiLtyeVyXLhZgu4+ToqfteYmt1S8OUFSThmSlLZLqtRnZzeoqm37xkTxaYUYFOSu1Vhhd1TV33P5t5oyRAa5C5bJdjTm89EnEREREbVKV28nzBoeDEsL80xLcHOwQR9/F4R4Oaod05pMuGo1b2B6+7lg+YMD8PCt4KWTrebPsb8/lILxXxzAw6uPKfYJ35y0eIpERHTLH/HpmPLVIcxae6L5wSaqqKLtOoS25bUavPjLaa3HCmufqh7Pv5VF7umkvq5qR8BMOCIiIiIyO0+OCMGaQykq+1taEy6jqBKjPt0reuzNKb0R1c1Lsd2/iyv+M7q+Q2onFzu8ve2C6HmnrhcpHreX5ahErWHsl75cLoeEayPbjR+P13ddPZGiPoPZ1B1vw7nfLK5qfpCO0gu172AqV/N7rriyFvevPIrE7FIAgKeT+rqqHQEz4YiIiIjI7Lw6qZfo/jqZvEXLPdeKBPQaBLg7CLYlEgkWTuyFhRN7YXZUsMbrfr7zCmI+24f88sY6cuaWCcfls9RW1HVMNNj9+VJuV8w9nlpWXYctpzOaHde3s3GXbs5eewJ/xKc3O075d5vyt9rBq7mKABwAQa27johBOCIiIiIyO9aWFvhlzjDRY7UtWJJqY6X+z2I/VzuN566aOQgxod6ix77cfRUpeeXYcKSxOLa5BbXMLWhIpA5fymRK0gtVGw01uDuis+Lxtw8Pwv+eHyFoqtQW3B2sMaK7V7Pj9l/JxSu/n9HiiuKNGZqWiQjz77j14AAG4YiIiIjITA3r6omu3qr14Y4m56O4slana9mrKeo9ortXsx1kx4f5Yt1jQ7DxiSF45rZuomPMeTmqTNDxzogTISKzZOYJa3qTqWH56P2RAYrHnk426NfFFa/dIZ4B3sDb2RbBng4axyg78toYvDGlt9rjDjbC34uyZj6Rkampfar8+9jV3hpRWgT+2jPWhCMiIiIisyVWA2722hPo7eeC7S+O1Po6VpaqbxNjXxqFHj5OWl9jZA9v+LnaY+X+ayrHzqYXKx6bW2aZuQUNyXQZ+6VUn53DkBCZhswi1SDcuscGw9HGCkNCPPDG5N6QSCRwvNUMKMzfBQEe9rhRIF6n7eR/xwIAgl/7W7D/9l4+mB0VjIhAN7z95wXFElhbKwv4udo33vvRwXhs/UkAwNOjuuJSVikOXMltvH5qAY4lF+BMehE8HW3w6fRwwX3UdUctuRWEu72XDz68uy9c7Kw1PzHtHINwRERERGS2aurEGzFcyizR6TqVNVKVfZ5ONrDQsZNssKcDevg44WpOmdox5hbUUu5yZ+yaXmTejP3qMfb9iYD6Lqb3rjiCa7nlAIC7Bvhja8JNAEBEgBvcHOprpj05sqvgPFsrS+yZPxrDFu9GfrmwE+qHd/dVe78Ad3vc1rO+ZMLoUG9FEM7CQgJXe2u8Mbk3pDI5Ynr54PU7emHd4VQ8MiwI5zKKBUG4B1YdE1z3jcl94OrQGFATZnw3jmvIhOvh4yQI+nVUXI5KRERERGbLx1lzvTZtlVerBuGcbHX/vNrK0gJ/zR2hcUxVrRTbz2WisLwGZ9OLMPP747hws1jjOcZkbkFDInX4UiZTsGzXVUUADgB6dHLGNw8PxCf39lcE4NSxtrSApciHQ718nUXHzxgaiMeiQxTbYr8znxzZFU/fKqUwZ1Q3HF00BgEeDrijnx82PD5E7VwKKmpwo6AC0R/vweoDyYIgt3JNuJzS+sZELvYdOwOuATPhiIiIiMhsffFAOF7ffB5zx/TAgau5WHUgWXHs231J+M/o7lpdp6KmTmWfnZo6cc2xaaaG3M8nbuDnEzfQt7MLzmfUZ+xdyjyBuDfGoU4qw6GkPEQEusPVRN6wKAfhJFzKR61gjKYkyh00mclpHObexbStnUkvEmx3crHD5P5+rbpmiFdj6YRf5wzDF7uu4N1pfRHaJDg3rKsHno/pju5allq4rac3wru44ky66gdFBeXV+PHYdWQUVeLDfy5h+YMDFMcavtWraqXYdSkbABDgoX29uvaMQTgiIiIiMlvdfZzx2zPDAQApecIloJ/8m4g5I7s221gBAJKVshJaS6LlO86GABwA5JXV4GZRJf45l4kP/r6EyCB3/PFsVJvNqTWUlxUxiEHmjJlwZAouZ5YKtq1FapJq4uZgrcguO/H6GJTXSOHh2JhBN7SrJ36ZM1z0XIlEglcmhOp0P29nOwCqQbj0wkrUycQb9zR8eHO9oAIVNVLYWlngjr6+Ot23veJyVCIiIiJqF8SWunx3ILnZ7JuiihqcSC0AAEwy4puE/245h02n6mv1xKUVGm0eTRkje4naJ2O8kvjyJVMilclRWSssfzA61Eenayx7IAJdvRzx9cMR8HGxQ4iXapfwtuTtLL5E9sVfEpBd0thcQqwm3M2i+iYSIV6OWn0g1hHwWSAiIiKidsHZTnWRx6exidiXmCsyut43e5Mw4L2djeOnh2P5gwPwz1ztO6uKGdnDCxYSCN4cnXpzHEb28FJ7zt7EXMHX0FDM2tgEmXAMaJAZ4+uXjK2qSQDuzSl9dC490MffBXteGY0p/f3bcmpqlYnUTG1wPKVA8Vj4u6J+I7O4Pkjn78aGDA0YhCMiIiKidkHdMtBLWeo7pX4am6h4HBPqDSdbK9w5oDP6+Lu0ai7rHxuCc+9MwLO3il0PCfGAh6ONYMmQGOU6dCv2XWvVHNqKVHm5kRHnQe2AkV9AXE5tPm4WVeKV38/g4k3dOl2bOuUsuGUPDMDs4UFGnI12+mr5+1AmU86Ek6NWKsOx5HwAgJ9r2zRRag8YhCMiIiKidsFDTVc55TcGmgR5tt2SHksLCRxtrXDfoC7445nhWPfoYAD1ne00OXClMWvvr7M38evJ6yivrkN1nRTnM4qNsjRU+Z5tff/C8hpk3FquRO0fQ2Ck7c+QF385jT/i03HXN4f1PCPDqqypD8LZW1virojOZrFEc3ZUMHxdmg+ilVU3Njiqk8nx3y3n8GfCTQDMhFNm+v/HiYiIiIi0EB7ghv/e0RvdvIXBNLEY3O9xNzDnhzjBPn10I7WwkCAy2AOOtvXLTNUF4QJFusalF1bi1U3nEPZ2LCZ8cQBTvjqEn0/caPM5Nkf5+ZNqGdDUVsT7OxH98R7kl1W36XXJNBm7viCXoxqHcpaytj9Czt7qxlkjleljSkbTkAlnb9Oy7tvGYGdtiUV39Gp2XFJuY3Okimop/ohPV2z7uzETrgGDcERERETUbjw1qit2zx+NQUHuin3lNXWCMXll1Vjwx1nsuJgt2O9kq1pTrq3ZWqn++e1oY4lFkzS/wUnNrwAArD6YrJd5aSJWbLutJWaVNj+IqAWUV6kbOwYnk8lx/db3ckelbSC/vQZMlTPhzIlyqYRXxvfE8dfHINhT+OGRctAtt7Ra8PvCybbtP+QyVwzCEREREVG74+Nsq3j8y4kbuHizBJvi03E8OR9nbhSJnuNogCDco1HBAIDo7p5Ycm8/3DeoC7a/OArBWna3S8krxx3LD+J8RrEeZykkDMK103fG1CEYOxPvtc1nMerTvfjlxHWjzsOYtP0Z0l5/1lTcCsLZWZtXKMZGKYv76du6oZOLHTY8PkQwpqauMWsxMbvxgxVvZ1sM7eqh/0maCf3/pUFEREREZGCDgz2w/XwWgPouo3d8eRAA4OFog3njeoqe42ir/8yEYC9HnHtnPBxtrGBhIcEDgwMBqHbMc7SxRHmNeEe6i5klWLT5HP73wgid7p1fVg1PJ9vmBzYhkyk/1s8b4/b5dpuaMvb/Z2Pf/7e4+kyhL3ZdwYNDAo08G+PQNhOuvQbhGn7WO9iYVyhGOYu7oayCpjqqDbU+gzwdsOvl25qth9qR8JkgIiIionZn5vAgPB4dorK/oLwGp9MKRc8x1JsiZztrWFgIO7naWVti/4LRWHx3P1x8bwJGh/povIZyxoE2vj+UgkEf7MLqA7ovZ9XXclRjZyWR4Rn7f7mx79/AVOZhKMo/7bQNrrXXp+jNP88DAFLzy408E90MCnZHV29H3NbTW6vxuaX1dT5d7a0ZgGvCvMKvRERERERasLa0wFtT+2DTqXQUV9YKjm0+nSF6jrHfJwR5OioyC5beH47bQr3xf8fSFAXKlVXVSXEpswS9/Vy0uvb7f10EAHz4zyU8NaqrTvPS13JU5YyYjhaUIMMRvLZM5HVmItMwCpmazw+kMjnyy6qx+mAyUvIq2uXPhLLqOqQX1meI6aMRkD7ZWlli17zbBDUWtWFuX6chMCRJRERERO3WXzos2ZRAx3cXemRnbYn7IwOw7fkRSP14Mj6bHi44npZfgUnLD+JGgf6LvCtnv7VpEE7pWvIOHZboOIz9/9nY92/QHgNM2pKq+eLXHU7BkMW7sfpgCnZdyhYd01rphRXYfyVXL9fWRmJWieLx8gcjjDaPlrKwkAg63QLAXQP8NZ7jYscgXFMMwhERERFRuxXg4SC638pCNeAW6Ck+1hQ42IjXq7tws0R0f1tSXjaqbT0nbajLiKH2yxjBJ10zdwyhoy3FVv5q1QXyP/j7ktrza6X1PyzqpDKUV9eJjtHmOR35yV7MXnsC/d6ORUpe43JQQ/3/yC+rAQCEB7gJOnibsy8eGIBTb45Te9yFmXAqdA7CHThwAFOnToW/vz8kEgm2bt2qcfy+ffsgkUhU/mVlZQnGZWRk4JFHHoGnpyfs7e3Rr18/xMXFKY6/88476NWrFxwdHeHu7o6xY8fi+PHjzd5HIpHg5MmTAIDU1FTR48eOHdP1aSAiIiIiMxbV3UvxeO6YHlg9KxLdvJ2MOCPNxvfphFnDg/D1wxGCN2+GCDAIM+Ha7rqCTLiOFZPosIz9/9nY929gItMwGOWGLsqPiypqcOBKLirVNKFpUFheH7ya8tUh9H0nVqXEAKDdz6aG//+l1XWY+/NpbIpPR/BrfyNk0T+i12xL+WXVOJ5SAADwcGg/gSmJRAIPRxu1x72c1B/rqHQOwpWXlyM8PBzffPONTuclJiYiMzNT8c/Hp7HYbGFhIaKjo2FtbY3t27fj4sWLWLp0KdzdG//A6NmzJ77++mucO3cOhw4dQnBwMMaPH4/c3Pp00qioKMH1MzMz8eSTTyIkJASRkZGCuezatUswbtCgQbo+DURERERkJt6a0gcAMKZX49+fg5UCWRPDfDGuTyeDz0sXVpYWeO/OvpjS3x+Oto1lnbNLqnDmRpFe7y2s3aafmnDUfsnl+nn9tISpvOLaa+dPqUyO+LQCVNcJg2rK3+rKwfd7VxzBrLUn8PXeqxqvm1tWX+T/clYp5HLg9c3nVMbUyWTYfSkb9644gq/3XEVxheag2pXsUsz//Yxie1N8usbxrZGWX45BH+zC94dSAKBdNip4/Y5eovvvGdjFwDMxfTo3Zpg0aRImTZqk8418fHzg5uYmemzJkiUICAjAunXrFPtCQoTdrB5++GHB9ueff47vv/8eZ8+exZgxY2BjYwNfX1/F8draWvz555944YUXVNYte3p6CsYSERERUfv1+IgQPD4iBNV1UoS+8S8AwN/NHt28HVFeLUU3H0cjz1A3yitp3/rzAgDg35dGopevC/49nwUfF1sMDGy7pU4yNctRZTI5pHJ5i99QKmfEtM+QBAHC7DNjx12NHQRsYCLTaHNf7r6K5buvYmKYL1bObEx0EeuwnF9WjWu59UtCt56+qfG6f8Sno5dvYxOav89l4hsIu67uvpSD//x4CgAQn1aI9UdSEfdG/TLJrOIqXMkuFVyzukmH6cpazdl4rbEtQfj1KS+FbS/mjOqGXRdzcCK1QLFvSIgHQrzM6/erIRgsBDtgwAD4+flh3LhxOHz4sODYtm3bEBkZienTp8PHxwcRERFYvXq12mvV1NRg1apVcHV1RXh4uOiYbdu2IT8/H4899pjKsWnTpsHHxwcjRozAtm3bNM67uroaJSUlgn9EREREZH5srRrrqg0IdMPfc0dizyu3CfabAwuRNagnUgqQlFOKZ/4vHvd8e6RN76ccMPg9Ph3Hk/Nx+9J96Pr6Pxi2eDfybmWp6EpqQhlSpD/K/2fVFeXX6/2Vbmkqr7L2+npfczAZAPDvBWHpKUEQ7lYUbvrKo4p9GUWVGq+77nAqdl4UXrNWKhP8/2wIwDXIK6vB/d8dxaXMEtz5zSHMWntC4z1q6mRIzi1DlR6CccrZywAwLVxzMwNz9dXDEbhvUBf07+IKRxtLLL67n7GnZJJ0zoTTlZ+fH1auXInIyEhUV1djzZo1GD16NI4fP46BAwcCAJKTk7FixQq8/PLLeP3113Hy5EnMnTsXNjY2mD17tuJaf/31Fx588EFUVFTAz88PO3fuhJeXl+h9v//+e0yYMAFdujSmPzo5OWHp0qWIjo6GhYUFNm3ahLvuugtbt27FtGnTRK/z0Ucf4d13323DZ4SIiIiIjOXQqzHIKa026fpvzRHpKQEJgJQ8/XRKbbp07oFVjfWU88trsPV0Bh4YHIA6qRzuGmoDqVxXsMy19fMk0yQzoWCrqbzOTGUeba3pCrQGyhm0DY+TRbLBevk6456BnbH5VAYuZwkz1575P2GQTZtg2YmUAkxafrDZcQCw/FYWn5eTDQ69ejvsrNvuw5miihrF41fG98STI7u22bVNSScXO3w2PRxyuRw1UpnZfcBlKHoPwoWGhiI0NFSxHRUVhWvXruGLL77Axo0bAQAymQyRkZFYvHgxACAiIgLnz5/HypUrBUG4mJgYJCQkIC8vD6tXr8b999+P48ePC+rLAUB6ejpiY2Px22+/CfZ7eXnh5ZdfVmwPHjwYN2/exKeffqo2CLdo0SLBOSUlJQgICGjhs0FERERExtTF3QFd3E23C6o2vJxsVfb9ePw68ssb3+jVSmVtVneoufpV6YWVuPPrwyipqsPul2+Dq5ZFx5WzouqMvU6R9MbYy1Hlgsem8TozjVkYjrC5i1wQgFdma22JOaO6IaOwUiUI19ThpDycvl7UhrOsl1dWg7k/n4aLvTXcHazx38l9Wnyt6jop0gsrkXfrZ/NTI0Pw/O092mqqJksikTAAp4FRKgIOGTIESUlJim0/Pz/06SN8cffu3RvXr18X7HN0dET37t0xbNgwfP/997CyssL333+vcv1169bB09NTbWBN2dChQwVzacrW1hYuLi6Cf0RERERExjJ/fKjKvstZpcgtbVwWWtFMt0FdNBc4OZFSgOS8cuSVVWP7+UytryuWHUPtj3LgyxgNCeQmuB7V2BmB+qKuWbNy0O39vy5i1Kd7RcfNGBIIAHhhTA/08nXGG5N7q71X08y4trTjYjb+iE/H6oMprVqeOvP7ExizdD9+Ol4f1wj0ZH00MkAmnJiEhAT4+fkptqOjo5GYmCgYc+XKFQQFBWm8jkwmQ3W1sAaFXC7HunXrMGvWLFhbN/8pXNO5EBERERGZMm9nW6R+PBkAsONCFuZsjFcZU1kjhau9dhlpzWkucHIxs7Fm8pZbS1PVLUsTXFepLjqDcO2X8svHGP+f5WoeG5NMXv++9Ux6Mbp5O8LZrm2+V41Ozbe98s+QvYm5isd9O7tg5SODYG1pAU9HG1jdyt71crLFvy+NAgAUlNfg233X2nSalhYSrV+LeWXVLc6ePpFSINj20mG5PrVfOgfhysrKBJljKSkpSEhIgIeHBwIDA7Fo0SJkZGTghx9+AAAsW7YMISEhCAsLQ1VVFdasWYM9e/Zgx44dimvMmzcPUVFRWLx4Me6//36cOHECq1atwqpVqwAA5eXl+PDDDzFt2jT4+fkhLy8P33zzDTIyMjB9+nTB/Pbs2YOUlBQ8+eSTKnPfsGEDbGxsEBERAQDYvHkz1q5dizVr1uj6NBARERERGd3AIPEuqG3R6S+zuBLxaYXwEHnj+M/ckaiqk6o0gTieUoBFm8/h43v7N3t95eWoxijYT4YhSEQzxv9mE3xpyeRy7LiYjac3xiO0kzNi540y9pTahLrQu7rv70ejQpoNcC2c2KvNg3Cn3hiH6jophizerdgX+9IolFTVChpGAMDmUxno5GKLqeH+cLBpXQ6Tl7NqKQHqeHR+FcXFxSEmJkax3VAvbfbs2Vi/fj0yMzMFy0hramowf/58ZGRkwMHBAf3798euXbsE1xg8eDC2bNmCRYsW4b333kNISAiWLVuGGTNmAAAsLS1x+fJlbNiwAXl5efD09MTgwYNx8OBBhIWFCeb3/fffIyoqCr169RKd//vvv4+0tDRYWVmhV69e+PXXX3Hffffp+jQQERERERmdl5MtPrmvPxb+cVawv6KmrtXXvmP5QRRW1OKuAaqd/Hxd7dTe48i1fK2uL1yOKtMwksyZ8nJUYyzDFN7f4LcXJQew9XQGACAxW3Pts/ZA3fMu9rOlJdwcrFFUUYtXJ/bCo1HBWHMwGUt3XlE7vr5upTVOvD4GU78+hHsHdkGor7Po2M9vXedUWhGW3Nf8hwuaiNXzpI5H5yDc6NGjNf7wXL9+vWB74cKFWLhwYbPXnTJlCqZMmSJ6zM7ODps3b9Zqfj/99JPaY7NnzxY0eiAiIiIiMnf3RwbA1soCL/6SoNhX2QY14QoragEAf51VrfPmYmcFV3trRAa5Iy6tEF5ONvjkvv54fH0crhdU4PH1J/HmlD4I8VJfA0l5iZqUMbh2S7Ac1Sg14ZQem0haXE2dDNvPZym2z2cUI8zfRatl3OZI3dJPqzZoHvPZ9HAMCHDFgSt5mDU8CFaWFujuo133ax8XOxxbNEar5/3XuBvo5GqHl8f1bPFcPZ24HJWMVBOOiIiIiIjajp+rvWC7LZajNhDrXNrw5vmPZ6Ma76kU+NtzOQd7Lufg6oeT1HZpZSacbmrqZMgrq4a/m33zg02I8qvH2KX/jJkJp6kG2ZSvDmFCWCeM7+OLewd1MeCs2pa6YJZYXcl7B7bN1zk+rBNc7KzR3acxk83eprEz5/IHB+DFXxJw78Au6O3njPAAN63mLObL3VdbFYRztmX4hYzUHZWIiIiIiNqOn6udYPvg1bxWXa+sWnWpaZBnfe2myf3Em5opv/FtMH3lUfyrlPGjTBiEa8ksO5b7Vh5B1Md7cOZGkbGnohPlAIxRlqOaSHPUJzec1Hg89kI25v9+RvR7Txd/nb2JR9edwLn04lZdpyXUxbOaBuFmDgvCknv7aX3d1bMi0dnNHgsmCDtDL5wYCheRphbVdY0/UMb38cX5dyfgs+n98eTIrhgc7KH1fcXEpxXg97gbzY5rGnT9/P7wdpvpSLphEI6IiIiIyMz5uAhrDa06kIzr+RUtvl5WcZXKvkWTeuH0m+Pw9cMRas+b3yRLJOFGEZ75P9XurUDT5ajmHYW7lluG/245h/TClj/nzTl7K6iy+VS63u6hD8rxF2Nkwhm7Jh0AyGRyQVdQTfq+HYuI93Zg25mbOt/nfEYxnv/pNPYl5uKFn0/pfL6+NP327tfFVaelqOP6dMLh127HczHdYW9dH+wP7eSM/4zuLjq+t6+L4rG9jSWcbK20DoBN7l//IUNXL0c4iHywcO+Ko1jwx1mcul6o8TopeWWCbd8mH5RQx8UgHBERERGRmbO1ssSjUcFwsWtc7vTqprMaztAsu0Q1CNfJxQ7ujjYa38wGqakB98LPp1FSVSvYJ8yEM41aXS31wHfH8OPx63h6o3jAsUNTrglnhP/PRu/OCiC+mYBNU4UVtZj78+lmg4apeeWY/OVBRcDu4s2SxmP5Faip0y64vXL/NXx/KEWnOYrRtjuqp0jHZW2tmjUIE8N8sfGJIWrHBHo64J+5I3Hi9TE6X3/5AwNwdNHt2PPKaOyZPxqfqGnGcKNAc8B97s8Jgm0nLkWlWxiEIyIiIiJqB96ZFoYzb49XbB9Nzm9x5o9YJpw2mRzuDqpLwwDgf2duov87OwT7lOMxYnXnzEleWTUA4IJSEITqGbsZgrFfWXK5HG9sOd+icytu1VksrapFQXmNYn9heQ0+33kFs9edwIWbJZj782kAwNrDwkDa1K8OobC8BjPWHMOmePEMysLyGny8/TLe/+siylu5FFadqiY1Kj1aEYQb2cMbK2cOgo+L5p9Hffxdmh0jxsrSQlFj09fVDndHdBYdZ2mhObPuYmbjzwIrC4nZ1XIk/WEQjoiIiIionZBIJHgsOlix/d2B5BZdJ7tUNQjn5WQrMlLIzlp1+ZayHRca68PVKRWCEyvcTu1D0/iqzMABV2O+tK7lliFk0T9IzC5t0fmbT6XjWHI+pnx1CFEf78bNokoAwHt/XcSXu68iTWnJ+YOrjuJylvA+idmliHh/Jw4n5WP+72dE76EcAK9oZVdldVmyTevceTo2/7PEVKhrLPPT8esaz+vmXZ8VPCTEA7vn36bVz0/qGBiEIyIiIiJqR2JCfRSPP95+uUXXSC+sFGxP7u+n9s2oMjd78Uy4BnM2xmNvYg6KK2vxwKpjiv3mnglH6jXNxmy6NNGQDHlruVyOMUv3Nzvujcm91R57888LeHDVMaTlV6CqVoYNR1JRWSPF4STVxivHkguavVdxRa3KPuX/P00z1nQlFoIrLK/B6etFgn1ezi3PhDMVR67liz6fALApPh3XcssBAB/d0w9BnuLL9Klj4sJkIiIiIqJ2xE3NktDmFJTX4LsD1zB9UAAuZQqXVU7t76/VNXp0csZLY3vA29kWp9KKsEmkicD/HU3D9nOZgn2Gzo4iw2n6f1Yqk6OZhEm9zcCQS2NPpDQfFLOykOD+wQHYduamovEGAAwIcEOCSBfc7w4kN5vd6mpvjeJK8eBQ+Hs7MH1QF7g72iDM3wV3DujcpplwTUllcszZGKfYnnt7dwwIdIODjXmFIcb08sHuyzkq+89lFGNEDy+V/cpZh/6uXIZKQub16iciIiIiIo2avsEVq+8m5oO/LmLz6QysOZgCa0thTotVM/WPlL00tr5D6vRBAXgsOhh9/Fxw38ojOHUrG+ZqThl2XxYWNWcmXPvVNPtMuTlDrVSGU2mFGBDoBlsr/UTmjNGYobiiFos2nxPsEwuOvTimB1zsrLHt+REIfu1vxf5BQe6iQbjmHFwYAxc7a4S/t0PtmN+VasPdOaAz6qSNT0p5TetqwjVdjfr2tvM4mdrYlOLOiM7o5u3UqnsYw6pZkSisqEFheQ3GfXFAsf9yVokgCFdeXYff424IzrUX6bBKHRuXoxIRERERtSMBHvaCTnzDPtqt1XlxafVvlqUyOapqZQjydFAcq5Np12VRmY2VBfp2doWFhUTwRvS6SFdBc++OSuIOXs3FO9suCPYpL0f96J/LeGDVMbz7v4t6m4NczWN9+vjfS0jOKxfsW/HIQMXjgwtjsO35aPwnprti3/RBXQAAz8V0w6zhQTrfs4u7PQI8HOBir32eTfi7OxCrVKexorq1mXDCKNz/HRPWTXM20w6hlhYSeDnZokcnZ5x7ZzxsrerDKNdyy1AnlaFOKkNcagFe33IO7+jxtUztA4NwRERERETtiK2VJY69PkbnN7xOTcaP7d1J8djVvnU1nOybWX+oHIRbfzgFX+6+2qr7kWmY+f0J/N1k6bFUKfOqoZtnc0XuBefL5Dp1/VUe29Juwbo6c6NYsH13RGfBskR3Rxv07+Im6LD57p1h2PjEELw0tie6uDtAVw2dTSUSCe6P7KLY/0BkgNpziitr8eE/lxTbFa3MhGuOk515BuGUOdtZ47VJvQAAP5+4gZil+/DFriu4b+VR/JlwUzA2urunMaZIJo5BOCIiIiKidsbJ1goPDQ0UPVYrFc9qaxqEGxzsji8fisBzMd0wrKtHq+bzyDDNmT3f7ruG09cLcfp6Id7530V8vvMKbohkzJk6Nc0hOwypTI77vzuKp5XqgKmMkesWRFNWVSvF7Uv3YdbaE7h/5VGM/nQvknJK8eXuq8gvqxY9xxiZcA5NliCO7d0JgR4OGBjohsHB7nAUWaLoYGOFkT28YW1pAUsLCV4a20Oneyp3IF18dz/F45he3orHdw7QXNux9d1RNR9vLhhvLvxc7RSPbxRU4pu910THrXhkkKGmRGbE/EPRRERERESk4vU7esPBxhLLdgmzygrKa9DJxU5lfNN6UOP6+NZn6oRr15RBk9GhPvjrhRF476+LagvW3/3tEcF2YUUNAjwckF9WDSc7K73VDGuNCzeL8aNSFlcHj8EhObdM8f+3skYKG0sL1DQJ+p7PKMZLvybg2du66Xz9hBtFSMuvQFp+Y4B27Of1Nbo+33kFBxbEINBTmEVmjJpwdkrBJld7a9zRzxcSiQSbno0CUJ+t1pyXxvZU+d5V1s3bUdGBEwDuGtBZ8djK0gKHXo3BhZslGN+nE6wsJKiTyfHUyK4q2VrKWlsTrilnWyuU3goO3jnAX6uv2xz09nNpdsxDQwLhYteyJjnUvjEIR0RERETUTnk52arsyympVgnClVbV4lpumWLbzcFasFSuLfTt7IruPk5adY0EgGlfH8bs4UH48fh1eDnZ4s4If4zs7i3ajdBYJn95SLCtryCDqdfMk8nkeOX3M/jzTGOA58s9V1UCcADwvzOZKKqoxUfbLwv2J+WU4pcTN/Ds6G7wFHndAoBFM8/vqE/3YuUjg2BtKYFEAtzeq5PG8fpwIqUAh5LyFNsxod6K14Wurw8HG0u12Wn+bvaKINyHd/fF1CbB8i7uDoplrfsXxiC3tBp9O7ti2/PRmPb1YdFrJvx/e3ceF2W1/wH8Mywz7LtsyiqKCoqggriThHotM8sytbxlmmabWpr3dtWs1LLFW9miWVi3m9UvtfJmibkroqBoZqIoiiKoKMiirHN+fyAP8wwzA4MM6+f9ej2v1zzPOc8zZ4gj8O17zjczH339XBDsaW/UOKtpf7qSiqqx9+rkiHcf6t2gZ7ZEfq62+OCRcDz7zRG9fQYFtZx/p6hl4XJUIiIiIqI2yl7HHkwvfn+01rXDmfkoKa8JmJgqX8XKyGy2dYnnUaEWyCkowae7zmLy2iQTjaxxqIVAyvk8lFUYX8jCEH1LiFuKoxfzseFIlixY+PFO3Uv0rCxr/wmqNDfDPR/sxWd7M/DG/2r2KPv1eDZ2nboqnReWlNe6V9uM/6Rg6rpkPBGfjKLSCq0lqKYPZs78T4rsPKegftWJdfnfc4Nl58OCa5aWdnSq2WNuUpSfwayrjk7W6O3jBADo1ckJYZ0cdfb7PuUiRv17t2xpqzE0Y4xlFWqU397/76upUY0e1G9u2kFPABgXXpON6O9m/L5+1D4wCEdERERE1EZp7/MGAGmXC2XnWfm3cEUrUNA/0DQbilsr7/zPj9h3d+FwZl4jjKbxCQE88PF+LNKqCHqnKkyYCffr8Rx88PvpOypaUFhS/6CNruq4FuYKKQh8/FJVUYMrhSWY8Z/DmPL5Qahvf/6CegThNP036Tx2awTxmmI56rXiMtn5s3cZt7ebpgA3W+l1kLsdpg0OlM7/PtAfQMMyrh68XYnV37V2oEgtgKuFuvfXM4ZmkQftPfLaqiiNvTP9XG0N9KT2jMtRiYiIiIjaKF1BODc7FUorKqGyMEfS2Wt4ePUBqa2bpz0GBblhxjDj9+uqj8ei/fVuYl5f6VeKMO6j/Ti3fDRKyitl+281JUNBq28OZmLZuJ56242lWVG0sc24nbkV4eeMgQ1cQperpyiCLntO59a6ptb4WrraqiCEQP7NmoBbYUkFHG0sUXDLuAytpb/Il7zqWh7b2FQWZii9nQn51gO9Gvw11WZhppBlmgV72CP5ldgG7Ts2KcoPVpbmGBDkhoHLt9dqr0/GoS4KjRzalPNVgXKlhRkszdtm7s8nk/tI8wcAXGxVWD+9P8wUCp3/9hIBzIQjIiIiImqzvBxrlqxVL0fLLSpF8Cu/Yv+ZXHyktWSwj58zXrmnh8695BqDh4MV9s6PwahQTzw3XHeG0CORuqu6avtw+2n0XPwbks/Vb4+5xtbQJXsN8dMx/ZvpN5YrhQ1fNllX5tRLI4INtmsuhU48ew0RryVg65850rVpXyajrEKNglvy4JCx1TbzihsWXKqvwpJyKQBnr7LAXd3dG+3Zd3VzR28fJ9irLNDN0x4KhQJudiooLYz/k97MTIHxfX1kS1o1jflwH87lFutsM0QzSDh1XVWFXAcdS+LbipGhnrJgm43SHP0DXREZcGfVpKltYxCOiIiIiKiN8nW1wReP98PCe3rg/QnhsraJa5Jk+20BVQUZTK2Tsw0+ntwHc+7uiuRXYqXrEb5OyFj2t3pnkL299RTKKwUW/vgnjmTmNXnxgu+SLxps/3xvBgpKynFaa/mvsUrKK/GvTcel8wq1QEUL2SNOCAEhRK0gXDeNjf1fHxuKWTFBRj0372Y53t56Sjo/eO46Nhy+iCMX8mX9Ko1cX3r9ZlndnRro870Z+PbQBQBV+94dWxzXKMHsFQ/2wr1h3nj2ri6wUVrg0Cux2PzsoDt+bl2Gvb0TGQ0IxGmbc7fhAGxr9/WTUdLr5srKpdaFQTgiIiIiojYsJtgdTwwKQCdn3VkvmpxtlE0wohqaQYpenZwaVF30RHYB7v9oP+L3n2vEkRm24fBFvLb5hME+SzafwIyvUhC3cjd+SLmILX9kywKFQgj8eekGiuvIqEu/UiQ7P3O1COFLErBsy1967mgYY/dLE0Jg8tokTFyThCtaQbiuHva1Xt/pvvybj2XL9nd7JNJH1r7kvpA6n3HdiGWzxjiXW4wlm0/g9dtFJRytLRutUu74vj744JFwWN/eV83K0hwWTbS88+9fHLyj+1+M64qJUfXLbG2teng7SK9Ly3VXsiXSxCAcEREREVE7YFaPKIino1UTjETuu6ei8UikD+bEdZWuudnVBAM1Kw4a8trmE/jXpuN3VGCgPkorKjHnO3mF2XkjdWf77D9zDUIAc78/iplfH8amI1kor1RDCIHdp3Mx+v29mPZlMk7mFGDkyt2Y939HZeM/nnUD93ywV/bMA2evo7C0Ap/uOtv4H84I+TfLsS/9GhLPXsNf2QWyNm+NZY7Vm/L//OwgvDqm7kCZPnvTc6UCFQf/MRxL7+8p2/D/sWj/Op9xvdg0mXC3tIIvpY1cHbe5nL9Wu4iGIdr/wnSsR+C/tbM0N4OPS9XnDNVTdZZIE4NwRERERETthH0dm4UP7dqhiUZSIzLABcvG9ZJtML/l+SHS687udvV+1lcHzuPPSwV1d7wDm49my84DO9hiUpRfve6d+/1RdPnnFrz8wx/4Lrlq6eL+M9ew6cglnMwpxHfJF2WBj8/3ZTTewOtgbOxSM/B0WitbTzPrsjpQFuLtiPsj6hdQrUsHexUUCgVslfLv5/9Oi9JzR5UT2ab53tAOQmoWlWhNenZs3CBSJ+fa1VfbooTZQ3F0YVyDimRQ+8MgHBERERFRO/HpY310XvdwUGHD0wNg30L+iOxgr8Kj/f3Qz98Z4/t0Mure0oo7WxJ24fpNjLy9hFSXP7JuyM7PXi2Go7Ulji6Mg7+rDWyU5rI90XT5NvkC/nesJpj3nwPnpdcHM2oKTdRV8KA5GVpGG6oRzLHRCJRpB800aWa11aV6qefk/lXBz75+zgCAAZ3dsH3uUPxnahTm3t211n3b/rqClPONW8hj+8nLtTIjW6uPJkXgaa3KyJrfm3XRXoKrr/BDW2NlaQ7HJthPk9oGBuGIiIiIiNoJfZkao0K9EOHr3MSjMey1saH4fsYAuDtYYUp0/TLNAOBW2Z0tBXz15z9xMqcQc7/XHVjJvb2vmPnt5b0zbwctHG0s8esLQ7Bv/l1SW31pVlrNLS5FpVrgsz1nsed0bp33Zl67iRW/nZTG1VDGLuItLtMf7OzuVROE1Cz2oe/rcm75aPz56gi42Bq3J+G0wQFY/WgfrHmsr3QtsIMdBnVxwzN3BWHzs4PQ3ctBtqR56S8nkdeIy1I/29N02Yqm5uNig3kju+H1saHStVc2HUdBScMy+zwcmn55O1FL13brBRMRERERkYytjuWooR0d8HRMZx29W45X7wvFhEhfPPRJIgrrKGRw49adLQUsquP514qqAjjvPhSGDvYqhHVyktqsLM1hZWleZ7EFQ3afuoq3fk2rV9/Siko8suYAsvJvIS2nCJ9N6Vv3TRrUWoUijKH9GWO7u2PbX1cAACoLc+yZF4MKtah3xUiFQgFHa0vZvm0pr8Titc0n0MffBRsPX8ThzHzZPRbmZogL8dT7vNCOjtjy/GAAVXt3fZt8ASnn8/DEukPY+PTA+n5Ug6x1fL4XYrs0yrObgrmZolZl4cn9/fCKRkXeFb+mYUKkD0K8DS9XVVnIc3yMDUYTtQfMhCMiIiIiaic0/0ie3N8Xp98Yhc3PDoa7fcvPWOnu5YCji+IwvJu7wX6HM/Pu6H0MBQ5Szuch8ew1AFWVXQd0dtMZ2JwQWVURcmCQq9Hvf+Bs/ZdLFpVUICv/FgBgX3rdWXPaKu+giIVmEE6hQK1gm4+LDQLcbPXe//hAf4zv0wn/mVqzj9szMUGyPi62SqycEI5H+/vhxbiq4hcT+smrotaXtcZy1yNawbw7ofm5+/g5Y8+8GDw/vHUF4ery1YHzGP3+3joDtZa3q7a62irxzbT+jTI+oraGmXBERERERO2El6MVxvb2hsrCHK+P7dncwzGamZkC9lY1f8JYW5rXqky5dm8G/nVPj4a/h0J3UCIr/xYe+Hi/dG5o6eTUQQHo4m6Hvv4uSL9ShCWbT+DohfwGjwmoCqDe3cMDmzX2kuvz+jbpdUOyjjQzoIwJx1VUqvFuwinp3FZpYXC/N00WZgpUqAVGhHiif6A8SDkuoiNcbJV4PP4QXG2Vsj3GBgS54eA/h8PNVmXESGto7zl3tbAUHewb9ixNmnsQ5t0sg49L6ypGYK7n+11lYVarymvm9Zvwc9UfWK0O6n44MQLRnY0PQBO1B8yEIyIiIiJqJxQKBVZOCMebD/Zq7qE02Ny4YHg6WGHeyGB8PDkCAGR7fgHyZZbG0t5cHgAOnL2Ggcu3y675GwhGWJqbYXh3DzhaW6KPnzN+nDUQa/UsFd387CCMi+hYK2tu+pBA2XlphRpvPtALy8fpDp42ZOWfugGZcGUVagxdsRMncwqlax9MDMecuK4IcrfDwjoCoPtfvgvfTu9fKwAHVH3tY7q549A/Y7Fnfkytdnd7K5g1cImjdsbiyJW7UVGpxqXbmYQNdU1j+WxRScOXITeXx27vtzhEqzLyz88OqtX3r+zCWtc0VX8/cRkqkX7MhCMiIiIiolbDx8UGiQvukoJlRxfFwdHaEn8f6I8xH+4DUFXcwMHKst77kWnSFT9YtuWk7NzNTiVb3lgfw7t7YHAXt1rFFoI97fHuQ73x1YHz2Jd+Tboe7uOE54d3wTcHM3GlsBSTonxhq7LAhEhfhHZ0xD0f7JU9x8Lc+PwK2V5g9YzHpV8pkpbAAlV7wcUEVy0R3jZnaJ33uztYwb2ODfsbI0NNm/bebdeKyxD0zy0AgK+fjMLAIDejn3k864ZsaWthKwzCzY0LRv/Oroj0d5Fd7+phX+v79WDGdfTzd4arne7/PtXBb8bgiPRjJhwREREREbUqmtlqjtZV1Td7dnSEpXnV9cg3fsff3t9jdLEBQPdyVCutDec3Pj3A6OcCkFXxrFa9j5b2pvb2VpaYfXdXHFgwHN89FS1bYhvi7VDrOdr314daY7WhMLo+apU3H2gdWZXay1E1fbHP+AqnpRWVtQKh2kujWwOlhRligt117m2oHVT8fF+GbAm0turlqA3NViRqD5gJR0RERERErZ5CoUB5ZU0g6ezVYsz672E8OTgQEb7O9X6OrvjBxbyazK8IX6cG7/tlZWmOnS8Ow6nLhTiedQPdvWqCadoVKqv3vjMzUyAyQJ6lpGvJbPaNEjwRfwi+LjaYE9cVitvj9ne11Zu115DCDMVlNYGZwA62erOiWhpLA5mCluZmmPNdKgZ3ccP94Z3q9bzLN0prXesf6KKjZ+tVUKK70rAQAgqFAteLy1ChVsPd3goncwpw4XrVPNG3zxwRNSATbvfu3bj33nvh7e0NhUKBTZs2Gey/c+dOKBSKWkdOTo6sX1ZWFiZPngxXV1dYW1ujZ8+eSE5OltoXL16Mbt26wdbWFs7OzoiNjUVSUpLsGf7+/rXeZ/ny5bI+x44dw+DBg2FlZQUfHx+89dZbxn4JiIiIiIioFfjljxyM+2g/yrQ2mDdEO8CVfqVQtvwy3IiAni7+braIC/HEnLhgjOrpJV3XHqOFef0CGV6ONUs7t5+8gvj959Br8Vb0XLwVo/69B2/+elLvvZqBv/puo6dZFVXZgCWwzSW3qHbQrFrCicvYcDgLs789Wu/n5RSUyM6fG94F/54Q3uDxtUS9fZx0Xi8qrcDpy4Xov+x3jFq5BzduleOdrTWFOqqzU4moNqP/1SwuLkZYWBhWrVpl1H1paWnIzs6WDnf3mtLieXl5GDhwICwtLbFlyxacOHEC77zzDpyda37Ade3aFR9++CH++OMP7N27F/7+/oiLi8PVq1dl77NkyRLZ+zz77LNSW0FBAeLi4uDn54eUlBSsWLECixcvxurVq439MhARERERUSux4jf9gSht2plwxy7ekF4/EumL52O7NNaw5O+r9cbejtb1uq+uKpTx+8/pbdMszKCdiadPcWnNkst//K17ve5pCfrdzia0tjTHzGGdZW0VDSjkkX1DXtBhzt1d4VHHXnetzSuje2DG0M745HYBlGoFJRXYdeoqyirUuFZchn9tOo6EE5cBAGPCvOHvpr9oCVF7Z/Ry1FGjRmHUqFFGv5G7uzucnJx0tr355pvw8fHBF198IV0LCAiQ9Zk4caLs/N1338XatWtx7NgxDB8+XLpub28PT09Pne/z9ddfo6ysDJ9//jmUSiVCQkKQmpqKd999F9OnT9d5T2lpKUpLa/6vSUFBgcHPSURERERELcuaPRn452jDVTurae8Jd+7aTQBVBQiW6alM2hjuD++Ib5Iy4e9mg6eHBcHZVmmw/+ZnB+H75At4IbYrNhzOatB7yjPhDAeirhSW4Oej2VKQMsTboVZFzZYswtcZ/zcjGn6utth87JLefuWVaoNLV6vl3KjJhFs/vX+jjLGlcbFV4uVR3Wpdz7hajJtlNcHYn47WfD0nRvk2ydiIWqsmyx/u3bs3vLy8cPfdd2Pfvn2ytp9++gl9+/bF+PHj4e7ujvDwcKxZs0bvs8rKyrB69Wo4OjoiLCxM1rZ8+XK4uroiPDwcK1asQEVFTbp0YmIihgwZAqWy5gfaiBEjkJaWhry8PJ3vtWzZMjg6OkqHj49PQz4+ERERERGZ2KyYzlJxBm2X8m/pvK5NMwhXqRa4cL0qCNfHz7T7fdmpLPDL84Px0aQ+CO3oWGf/0I6OePW+0DqDdQBwvbhM53XNIFxFpeEg3Mptp/Ha5hN49ecTANAqs536+rugg70Kfq769/TLv6l7HzRt2beDcDOGdkb/QMPZiG2BZnXZyWuT8NWB8zr7OVhxKSqRISYPwnl5eeGTTz7BDz/8gB9++AE+Pj4YNmwYDh8+LPU5e/YsPv74Y3Tp0gW//fYbZs6cieeeew7r1q2TPWvz5s2ws7ODlZUV3nvvPSQkJMDNraaU9HPPPYf169djx44deOqpp7B06VLMmzdPas/JyYGHh4fsmdXn2nvUVVuwYAFu3LghHRcuXLjjrwkRERERETW+l0Z0w7FFI9DBvnaxgAmrD9TrGZqJcGUVaimA5WZXd7CruThY1V7g9PrYUOl1xGsJOu8zZjnqzpNXZOd2ytZb489Q0Cz/pu6ApSYhhLTMV3NPvrbsG61sv6uFuvfYc7Buvd8XRE3B5DMkODgYwcHB0vmAAQNw5swZvPfee/jqq68AAGq1Gn379sXSpUsBAOHh4Th+/Dg++eQTTJkyRbo3JiYGqampyM3NxZo1a/DQQw8hKSlJ2l9uzpw5Ut9evXpBqVTiqaeewrJly6BSNaxqj0qlavC9RERERETUtKyV5joDBJm3M9rqYq6xN9vJnALsOlW1B7VDC95sfssLQ7Ar7SqGdHXDoDd31Ps+zcBbXZVS/VxtcUljCWZH5/rtWdcS2Sgt8M20/lj6y1/4I+uGrC2vHplwhzNrVlG1tX3g9Ont44R7w7zx81H9S3mBlj1PiFqCZilnExkZifT0dOncy8sLPXrI92jo3r07MjMzZddsbW0RFBSE/v37Y+3atbCwsMDatWv1vk9UVBQqKipw7tw5AICnpycuX74s61N9rm8fOSIiIiIial3cdWTCNcT9H+2XXrfkZXYdnawxMcoXnZxrllmG+zrJ+nyZeK7WfQ0pzFBtQmTr3qYnurMr7uvtXet6Xj0y4U7mFEqvQ7wdGnVcLdl7D4XV2ac1Z0gSNYVmCcKlpqbCy6umHPfAgQORlpYm63Pq1Cn4+fkZfI5arZYVTdD1PmZmZlKmXHR0NHbv3o3y8pr/u5GQkIDg4GBZJVYiIiIiImq9Pn20D/r41f79vqS8UkdvOX17o7WWZXa7X4rBN9P6I8Rbvq/cwh//hP/L/8OJSzWF5irV0HhtOAhXVFohO3e3b/0ZYFYa+5xVy7u9/Hjv6VzM+u9h5BbV/L2ZW1SKnWlXpP0F7+rmDh8X/fvLtTUW5mbYOnuI3vbQjg61qvwSkZzRP0mKiopkWWwZGRlITU2Fi4sLfH19sWDBAmRlZeHLL78EAKxcuRIBAQEICQlBSUkJPvvsM2zfvh1bt26VnjF79mwMGDAAS5cuxUMPPYSDBw9i9erVWL16NQCguLgYb7zxBsaMGQMvLy/k5uZi1apVyMrKwvjx4wFUFV1ISkpCTEwM7O3tkZiYiNmzZ2Py5MlSgG3ixIl49dVXMXXqVMyfPx/Hjx/Hv//9b7z33nsN/woSEREREVGLEu7rjFUTI9B/2e+y6xfzbiHI3c7gvRVqtc7rjq1kmZ2vqw18DRQe+Nv7e7Dy4d4YG95RXpjBiCDcXd3c73ygLYDKonZOyssb/sDLG/6Qzh2sLKWquCNX7pEF5fr5m7ZYR0vU1cMed/fwQMIJ+QqzESEe+HBiRDONiqj1MDoIl5ycjJiYGOm8eh+2KVOmID4+HtnZ2bJlpGVlZZg7dy6ysrJgY2ODXr16Ydu2bbJn9OvXDxs3bsSCBQuwZMkSBAQEYOXKlZg0aRIAwNzcHCdPnsS6deuQm5sLV1dX9OvXD3v27EFISAiAqr3b1q9fj8WLF6O0tBQBAQGYPXu2bJ84R0dHbN26FbNmzUKfPn3g5uaGhQsXYvr06cZ+GYiIiIiIqAXTrOboZGOJ/JvlmP5lMra/OMzgffoz4VpHEK4+Xvg2FcOCO8j3hNMTfKxWHYSbOawzHos2vGKptVDpyITTdv5asfRaMwAHAJ1a8b54d+L1saG1gnAd7FWwNG+WhXZErYrRQbhhw4ZBGNi0Mz4+XnY+b948WYVSfe655x7cc889OtusrKywYcMGg/dHRETgwIG6Kx716tULe/bsqbMfERERERG1XlbKmoDAsK4dsCn1Es7mFqOkvFLnMsRq5XoywtraXldXCktlxRgqDcTgKtVCKnbxSD9feDm2jeCTjcb3QYSvEw5n5tfqoytbrlp7DcJ1sKu956J9C94zkaglYaiaiIiIiIjaHKW5GaICXNDN0x5vPthLun7+muEqqdoZYYO7uCHlldg2t9fV4fN5qNCIvBnKhNt0JAsAYKM0h5u90uRjayr+bjXLdjWXln79ZBQC3WwBADvSruLxLw4iU8f3TWuuEHsndM2Flly4hKglaVv/O4eIiIiIiAiAQqHA+un9IURV0KBXJ0ccu3gDM/6TgoTZQ2ChZ+lcudZy1M+m9IXKou5liy3Rg3064f9SLupse3nDH+juVVPZ01AmXPXSwykD/GHThjIC/VxtpdeRAS54uJ8P3OxVcLCyxIcTI/C396tWUO1Iu4qsLw/Vut/NtnGq8LZG/50WhR0nr2DNngwAgKJtxaiJTIaZcERERERE1CYpFAopaye6sysAICO3GMnn8/TeU6EVjWqtATgAeOP+UOn1nLu71mr/K1uzUqr+KNzpK4UAgEFBbo04uuZnaW6Gyf19EexhjwGd3RDYwU7K6NLOcjt1uUh2PnNY5zaXHWmMAZ3d8M/RPaTza1r75RGRbgzCERERERFRm6cZhFr6y196+5VWGC5Q0JqoLMyx+dlBmHt3V8wY2tlg35Jy/Z+7uLQSQOupEGuM18f2xG+zh8BaKQ+2Olpbwt5Kf9ZfgJut3rb25JFIXygtzDAh0re5h0LUKjAIR0REREREbZ7Kwhyx3T0AAMcu3kBecRkAQK1ViOHGrXLp9d8H+DfZ+EwltKMjnh3eBUoLM4zt7a2337fJF3AkU54hqFYLPLkuGTkFJQAAW1XbWYpaH+G+znrbbJStN0OyMS29PxSpC+9G5w52zT0UolaBQTgiIiIiImoXJvTzkV6fulyIU5cL0XvJViz5+QS+PZSJqfGHcDHvFgDgzQd64h9/695cQzWJ1+/viWAPe73ti376U3aelX8L2/66LJ3bqtpX4GlUqKfeNmsDFXbbE4VC0ab2CSQyNc4WIiIiIiJqF4Z3d0dvHyekXsjHxM+SUHk7C+7zfRm1+t7dwxNKi7aVs2CnssC6JyIx+K3ttQpQAFUBFU0X8uQVQe3aWSacoewu7eWrRET10bZ+qhAREREREemhUCgQ290dAKQAnD4OBvYDa808Ha2w/+XhcLevXdlTdTvouCPtCvxf/h8mrkmStbe37C8/Vxu9bcz+IqKGYBCOiIiIiIjajcgA13r1szBvu38qdbBXYd0TkbWuW1maQwiBx784pPM+7Uy5ts7DwQrzR3bDy6O61WrjnnBE1BBt9ycLERERERGRFl0ZYO1Rdy8HpLwSi/6BLtI1MwVwtai0GUfV8swc1llnZVmnNlgplohMj0E4IiIiIiJqN5xtlXX2+XhSRBOMpPm52qmwfno0Xh8bCgAoLKmQClNo6+Hl0JRDa/GcbOr+PiIi0saF7ERERERE1G7UZ6+3QAMb8rdFgR1sAQAp5/Mw7qP9tdpnDO2MZ+4KauphtWhtrWgHETUN/stBRERERETtRn32NbNvo0UZ9PF0sDLY7u9q0+4qo2obF9GxuYdARG1A+/6XlIiIiIiICFWVMKMCXFBeKeDlaDgo1dZ4OVobbHe14z56S+/viX3pubhcwD3ziKjhGIQjIiIiIqJ2L8LXGW89GNbcw2gW1nVU+hzezb2JRtJyWVma4+sn++OeD/ZgYqRfcw+HiFopLkclIiIiIqJ25Y37Q2tdG9LVrRlG0nKM7e0NBysL3BvmDSebmsqfkQEuMDOrewlvexDkboeji+Kw8N4ezT0UImqlmAlHRERERETtysRIX3T3ckAPLwd8n3wBaZcLMSasfe/59d7DvVFaoYaVpTnUaoHAf/wCAGD4TU5lYThrkIjIEAbhiIiIiIioXVEoFIjwdQYAPBrt37yDaSEUCgWsLKsCTJqZb/WoY0FERPXE5ahEREREREREREQmxiAcERERERER6aTgglQiokbDIBwRERERERHJ9PZxAgA81K9T8w6EiKgN4Z5wREREREREJPPfaVE4fbkIvTo5NvdQiIjaDAbhiIiIiIiISMZGaYGw29lwRETUOLgclYiIiIiIiIiIyMQYhCMiIiIiIiIiIjIxBuGIiIiIiIiIiIhMjEE4IiIiIiIiIiIiE2MQjoiIiIiIiIiIyMQYhCMiIiIiIiIiIjIxBuGIiIiIiIiIiIhMzOgg3O7du3HvvffC29sbCoUCmzZtMth/586dUCgUtY6cnBxZv6ysLEyePBmurq6wtrZGz549kZycLLUvXrwY3bp1g62tLZydnREbG4ukpCSp/dy5c5g6dSoCAgJgbW2Nzp07Y9GiRSgrK5P10TWWAwcOGPtlICIiIiIiIiIiqjcLY28oLi5GWFgYnnjiCYwbN67e96WlpcHBwUE6d3d3l17n5eVh4MCBiImJwZYtW9ChQwecPn0azs7OUp+uXbviww8/RGBgIG7duoX33nsPcXFxSE9PR4cOHXDy5Emo1Wp8+umnCAoKwvHjxzFt2jQUFxfj7bfflo1l27ZtCAkJkc5dXV2N/TIQERERERERERHVm0IIIRp8s0KBjRs3YuzYsXr77Ny5EzExMcjLy4OTk5POPi+//DL27duHPXv21Pu9CwoK4OjoiG3btmH48OE6+6xYsQIff/wxzp49C6AqEy4gIABHjhxB79696/1eut73xo0bsqAiERERERERERG1L8bEiYzOhGuo3r17o7S0FKGhoVi8eDEGDhwotf30008YMWIExo8fj127dqFjx454+umnMW3aNJ3PKisrw+rVq+Ho6IiwsDC973njxg24uLjUuj5mzBiUlJSga9eumDdvHsaMGaP3GaWlpSgtLZU9E6j6IhMRERERERERUftVHR+qV46buAMAxMaNGw32OXnypPjkk09EcnKy2Ldvn3j88ceFhYWFSElJkfqoVCqhUqnEggULxOHDh8Wnn34qrKysRHx8vOxZP//8s7C1tRUKhUJ4e3uLgwcP6n3f06dPCwcHB7F69Wrp2tWrV8U777wjDhw4IA4ePCjmz58vFAqF+PHHH/U+Z9GiRQIADx48ePDgwYMHDx48ePDgwYMHDx46jwsXLtQRRRPC5MtRdRk6dCh8fX3x1VdfAQCUSiX69u2L/fv3S32ee+45HDp0CImJidK14uJiZGdnIzc3F2vWrMH27duRlJQk218OqCryMHToUAwbNgyfffaZwbE89thjyMjI0LsUVjsTTq1W4/r163B1dYVCoTDqc7dUBQUF8PHxwYULF7jElqieOG+IGoZzh8h4nDdEDcO5Q2Q8zhvjCSFQWFgIb29vmJkZrn/aZMtRNUVGRmLv3r3SuZeXF3r06CHr0717d/zwww+ya7a2tggKCkJQUBD69++PLl26YO3atViwYIHU59KlS4iJicGAAQOwevXqOscSFRWFhIQEve0qlQoqlUp2Td/edq2dg4MDJxmRkThviBqGc4fIeJw3RA3DuUNkPM4b4zg6Otarn+EQnYmkpqbCy8tLOh84cCDS0tJkfU6dOgU/Pz+Dz1Gr1bIstaysLAwbNgx9+vTBF198UWcEUtdYiIiIiIiIiIiIGpvRmXBFRUVIT0+XzjMyMpCamgoXFxf4+vpiwYIFyMrKwpdffgkAWLlyJQICAhASEoKSkhJ89tln2L59O7Zu3So9Y/bs2RgwYACWLl2Khx56CAcPHsTq1aulTLbi4mK88cYbGDNmDLy8vJCbm4tVq1YhKysL48ePB1ATgPPz88Pbb7+Nq1evSs/39PQEAKxbtw5KpRLh4eEAgA0bNuDzzz+vc8kqERERERERERHRnTA6CJecnIyYmBjpfM6cOQCAKVOmID4+HtnZ2cjMzJTay8rKMHfuXGRlZcHGxga9evXCtm3bZM/o168fNm7ciAULFmDJkiUICAjAypUrMWnSJACAubk5Tp48iXXr1iE3Nxeurq7o168f9uzZg5CQEABAQkIC0tPTkZ6ejk6dOsnGrLnt3WuvvYbz58/DwsIC3bp1w7fffosHH3zQ2C9Dm6JSqbBo0aJay26JSD/OG6KG4dwhMh7nDVHDcO4QGY/zxrTuqDADERERERERERER1a1Z9oQjIiIiIiIiIiJqTxiEIyIiIiIiIiIiMjEG4YiIiIiIiIiIiEyMQTgiIiIiIiIiIiITYxCOiIiIiIiIiIjIxBiEa+dWrVoFf39/WFlZISoqCgcPHmzuIRE1m8WLF0OhUMiObt26Se0lJSWYNWsWXF1dYWdnhwceeACXL1+WPSMzMxOjR4+GjY0N3N3d8dJLL6GioqKpPwqRSe3evRv33nsvvL29oVAosGnTJlm7EAILFy6El5cXrK2tERsbi9OnT8v6XL9+HZMmTYKDgwOcnJwwdepUFBUVyfocO3YMgwcPhpWVFXx8fPDWW2+Z+qMRmUxd8+bvf/97rZ9BI0eOlPXhvKH2ZtmyZejXrx/s7e3h7u6OsWPHIi0tTdansX4/27lzJyIiIqBSqRAUFIT4+HhTfzwik6nP3Bk2bFitnzszZsyQ9eHcaXwMwrVj3377LebMmYNFixbh8OHDCAsLw4gRI3DlypXmHhpRswkJCUF2drZ07N27V2qbPXs2fv75Z3z//ffYtWsXLl26hHHjxkntlZWVGD16NMrKyrB//36sW7cO8fHxWLhwYXN8FCKTKS4uRlhYGFatWqWz/a233sL777+PTz75BElJSbC1tcWIESNQUlIi9Zk0aRL+/PNPJCQkYPPmzdi9ezemT58utRcUFCAuLg5+fn5ISUnBihUrsHjxYqxevdrkn4/IFOqaNwAwcuRI2c+gb775RtbOeUPtza5duzBr1iwcOHAACQkJKC8vR1xcHIqLi6U+jfH7WUZGBkaPHo2YmBikpqbihRdewJNPPonffvutST8vUWOpz9wBgGnTpsl+7mj+jxvOHRMR1G5FRkaKWbNmSeeVlZXC29tbLFu2rBlHRdR8Fi1aJMLCwnS25efnC0tLS/H9999L1/766y8BQCQmJgohhPjll1+EmZmZyMnJkfp8/PHHwsHBQZSWlpp07ETNBYDYuHGjdK5Wq4Wnp6dYsWKFdC0/P1+oVCrxzTffCCGEOHHihAAgDh06JPXZsmWLUCgUIisrSwghxEcffSScnZ1lc2f+/PkiODjYxJ+IyPS0540QQkyZMkXcd999eu/hvCES4sqVKwKA2LVrlxCi8X4/mzdvnggJCZG918MPPyxGjBhh6o9E1CS0544QQgwdOlQ8//zzeu/h3DENZsK1U2VlZUhJSUFsbKx0zczMDLGxsUhMTGzGkRE1r9OnT8Pb2xuBgYGYNGkSMjMzAQApKSkoLy+XzZlu3brB19dXmjOJiYno2bMnPDw8pD4jRoxAQUEB/vzzz6b9IETNJCMjAzk5ObK54ujoiKioKNlccXJyQt++faU+sbGxMDMzQ1JSktRnyJAhUCqVUp8RI0YgLS0NeXl5TfRpiJrWzp074e7ujuDgYMycORPXrl2T2jhviIAbN24AAFxcXAA03u9niYmJsmdU9+HfRdRWaM+dal9//TXc3NwQGhqKBQsW4ObNm1Ib545pWDT3AKh55ObmorKyUjahAMDDwwMnT55splERNa+oqCjEx8cjODgY2dnZePXVVzF48GAcP34cOTk5UCqVcHJykt3j4eGBnJwcAEBOTo7OOVXdRtQeVH+v65oLmnPF3d1d1m5hYQEXFxdZn4CAgFrPqG5zdnY2yfiJmsvIkSMxbtw4BAQE4MyZM/jHP/6BUaNGITExEebm5pw31O6p1Wq88MILGDhwIEJDQwGg0X4/09enoKAAt27dgrW1tSk+ElGT0DV3AGDixInw8/ODt7c3jh07hvnz5yMtLQ0bNmwAwLljKgzCERHdNmrUKOl1r169EBUVBT8/P3z33Xf8AUJERCY1YcIE6XXPnj3Rq1cvdO7cGTt37sTw4cObcWRELcOsWbNw/Phx2X69RFQ3fXNHc0/Rnj17wsvLC8OHD8eZM2fQuXPnph5mu8HlqO2Um5sbzM3Na1UOunz5Mjw9PZtpVEQti5OTE7p27Yr09HR4enqirKwM+fn5sj6ac8bT01PnnKpuI2oPqr/XDf188fT0rFUEqKKiAtevX+d8IrotMDAQbm5uSE9PB8B5Q+3bM888g82bN2PHjh3o1KmTdL2xfj/T18fBwYH/I5ZaNX1zR5eoqCgAkP3c4dxpfAzCtVNKpRJ9+vTB77//Ll1Tq9X4/fffER0d3YwjI2o5ioqKcObMGXh5eaFPnz6wtLSUzZm0tDRkZmZKcyY6Ohp//PGH7I+khIQEODg4oEePHk0+fqLmEBAQAE9PT9lcKSgoQFJSkmyu5OfnIyUlReqzfft2qNVq6RfA6Oho7N69G+Xl5VKfhIQEBAcHc0kdtQsXL17EtWvX4OXlBYDzhtonIQSeeeYZbNy4Edu3b6+13Lqxfj+Ljo6WPaO6D/8uotaqrrmjS2pqKgDIfu5w7phAc1eGoOazfv16oVKpRHx8vDhx4oSYPn26cHJyklU/IWpP5s6dK3bu3CkyMjLEvn37RGxsrHBzcxNXrlwRQggxY8YM4evrK7Zv3y6Sk5NFdHS0iI6Olu6vqKgQoaGhIi4uTqSmpopff/1VdOjQQSxYsKC5PhKRSRQWFoojR46II0eOCADi3XffFUeOHBHnz58XQgixfPly4eTkJH788Udx7Ngxcd9994mAgABx69Yt6RkjR44U4eHhIikpSezdu1d06dJFPPLII1J7fn6+8PDwEI8++qg4fvy4WL9+vbCxsRGffvppk39eosZgaN4UFhaKF198USQmJoqMjAyxbds2ERERIbp06SJKSkqkZ3DeUHszc+ZM4ejoKHbu3Cmys7Ol4+bNm1Kfxvj97OzZs8LGxka89NJL4q+//hKrVq0S5ubm4tdff23Sz0vUWOqaO+np6WLJkiUiOTlZZGRkiB9//FEEBgaKIUOGSM/g3DENBuHauQ8++ED4+voKpVIpIiMjxYEDB5p7SETN5uGHHxZeXl5CqVSKjh07iocfflikp6dL7bdu3RJPP/20cHZ2FjY2NuL+++8X2dnZsmecO3dOjBo1SlhbWws3Nzcxd+5cUV5e3tQfhcikduzYIQDUOqZMmSKEEEKtVot//etfwsPDQ6hUKjF8+HCRlpYme8a1a9fEI488Iuzs7ISDg4N4/PHHRWFhoazP0aNHxaBBg4RKpRIdO3YUy5cvb6qPSNToDM2bmzdviri4ONGhQwdhaWkp/Pz8xLRp02r9j1HOG2pvdM0ZAOKLL76Q+jTW72c7duwQvXv3FkqlUgQGBsreg6i1qWvuZGZmiiFDhggXFxehUqlEUFCQeOmll8SNGzdkz+HcaXwKIYRourw7IiIiIiIiIiKi9od7whEREREREREREZkYg3BEREREREREREQmxiAcERERERERERGRiTEIR0REREREREREZGIMwhEREREREREREZkYg3BEREREREREREQmxiAcERERERERERGRiTEIR0REREREREREZGIMwhEREREREREREZkYg3BEREREREREREQmxiAcERERERERERGRif0/HW5S1G2SffAAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 4))\n",
    "plt.plot(ppg)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "filter(self, ppg, ppg_fr, min_amplitude=3, min_len_interval=64, min_fr = 0.8, max_fr = 2.5, window_size=256)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ppg_filter = PPGFilter()\n",
    "filt_ppg, filt_ppg2 = ppg_filter.filter(ppg=ppg, ppg_fr=256, min_fr=0.5, max_fr=3)\n",
    "\n",
    "plt.figure(figsize=(15, 2))\n",
    "plt.plot(filt_ppg2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "import neurokit2 as nk\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "def get_rr_intervals(ppg_signal, sampling_rate):\n",
    "    # Обработка сигнала и обнаружение пиков\n",
    "    try:\n",
    "        signals, info = nk.ppg_process(ppg_signal, sampling_rate=sampling_rate)\n",
    "    except ValueError as e:\n",
    "        print(f\"Ошибка обработки сигнала: {e}\")\n",
    "        return None\n",
    "    \n",
    "    peaks = info[\"PPG_Peaks\"]\n",
    "    \n",
    "    # Проверка наличия достаточного количества пиков\n",
    "    if len(peaks) < 2:\n",
    "        print(\"Недостаточно пиков для расчета RR-интервалов\")\n",
    "        return None\n",
    "    \n",
    "    # Расчет RR-интервалов в миллисекундах\n",
    "    rr_intervals = np.diff(peaks) / sampling_rate * 1000\n",
    "    \n",
    "    # Визуализация сигнала с пиками\n",
    "    plt.figure(figsize=(15, 2))\n",
    "    plt.plot(ppg_signal, label='ФПГ-сигнал', color='#1f77b4')\n",
    "    \n",
    "    # Отметки пиков\n",
    "    plt.scatter(peaks, \n",
    "               ppg_signal[peaks], \n",
    "               color='red', \n",
    "               label='Обнаруженные пики',\n",
    "               zorder=2)\n",
    "    \n",
    "    # Настройки графика\n",
    "    plt.title(\"ФПГ-сигнал с обнаруженными R-пиками\", fontsize=14)\n",
    "    plt.xlabel(\"Время (сэмплы)\", fontsize=12)\n",
    "    plt.ylabel(\"Амплитуда\", fontsize=12)\n",
    "    plt.legend()\n",
    "    plt.grid(alpha=0.3)\n",
    "    \n",
    "    # Визуализация RR-интервалов\n",
    "    plt.figure(figsize=(15, 2))\n",
    "    plt.stem(rr_intervals, linefmt='#2ca02c', markerfmt='go', basefmt=' ')\n",
    "    plt.title(\"RR-интервалы\", fontsize=14)\n",
    "    plt.xlabel(\"Номер интервала\", fontsize=12)\n",
    "    plt.ylabel(\"Длительность (мс)\", fontsize=12)\n",
    "    plt.grid(alpha=0.3)\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_rr_intervals(filt_ppg2, sampling_rate=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_rr_intervals(ppg, sampling_rate=100)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "testPPG",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
